Full Code of hellovai/ai-that-works for AI

gitextract_w16aztnp/

├── .claude/
│   └── commands/
│       ├── complete_episode.md
│       ├── email_prep.md
│       ├── episode_prep.md
│       ├── find_clips.md
│       ├── socials.md
│       └── suggest_titles.md
├── .envrc
├── .gitignore
├── .vscode/
│   └── settings.json
├── 2025-03-31-large-scale-classification/
│   ├── .vscode/
│   │   └── settings.json
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   ├── pick_best_category.baml
│   │   └── resume.baml
│   ├── hello.py
│   ├── meta.md
│   ├── pyproject.toml
│   └── tools.json
├── 2025-04-07-reasoning-models-vs-prompts/
│   ├── .gitignore
│   ├── README.md
│   ├── baml_src/
│   │   ├── chat_with_graph.baml
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   └── resume.baml
│   ├── eslint.config.mjs
│   ├── meta.md
│   ├── next.config.ts
│   ├── package.json
│   ├── postcss.config.mjs
│   ├── src/
│   │   ├── actions/
│   │   │   └── chat.ts
│   │   ├── app/
│   │   │   ├── globals.css
│   │   │   ├── layout.tsx
│   │   │   └── page.tsx
│   │   ├── components/
│   │   │   └── App.tsx
│   │   └── lib/
│   │       ├── fakeResponse.ts
│   │       ├── graphSchema.ts
│   │       └── neo4j.ts
│   └── tsconfig.json
├── 2025-04-15-code-generation-small-models/
│   ├── README.md
│   ├── agent/
│   │   ├── README.md
│   │   ├── baml_src/
│   │   │   ├── clients.baml
│   │   │   ├── generate_diff.baml
│   │   │   ├── generators.baml
│   │   │   └── resume.baml
│   │   ├── hello.py
│   │   ├── pyproject.toml
│   │   ├── test_utils.py
│   │   └── utils.py
│   ├── meta.md
│   └── project/
│       ├── README.md
│       ├── calculator.py
│       ├── hello.py
│       ├── interface.py
│       ├── main.py
│       ├── operations.py
│       └── pyproject.toml
├── 2025-04-22-twelve-factor-agents/
│   ├── README.md
│   ├── final/
│   │   ├── baml_src/
│   │   │   ├── agent.baml
│   │   │   ├── clients.baml
│   │   │   ├── generators.baml
│   │   │   └── tool_calculator.baml
│   │   ├── package.json
│   │   ├── src/
│   │   │   ├── agent.ts
│   │   │   ├── cli.ts
│   │   │   ├── index.ts
│   │   │   ├── server.ts
│   │   │   └── state.ts
│   │   └── tsconfig.json
│   ├── meta.md
│   └── step-by-step/
│       ├── hack/
│       │   ├── restore-walkthrough.ts
│       │   └── run-walkthrough.ts
│       ├── package.json
│       ├── tsconfig.json
│       ├── walkthrough/
│       │   ├── 00-index.ts
│       │   ├── 01-agent.baml
│       │   ├── 01-agent.ts
│       │   ├── 01-cli.ts
│       │   ├── 01-index.ts
│       │   ├── 02-agent.baml
│       │   ├── 02-tool_calculator.baml
│       │   ├── 03-agent.ts
│       │   ├── 03b-agent.ts
│       │   ├── 04-agent.baml
│       │   ├── 04b-agent.baml
│       │   ├── 04c-agent.baml
│       │   ├── 05-agent.baml
│       │   ├── 05-agent.ts
│       │   ├── 05-cli.ts
│       │   ├── 05b-agent.baml
│       │   ├── 05c-agent.baml
│       │   ├── 06-agent.baml
│       │   ├── 07-agent.ts
│       │   ├── 07b-agent.ts
│       │   ├── 07c-agent.baml
│       │   ├── 08-server.ts
│       │   ├── 09-server.ts
│       │   ├── 09-state.ts
│       │   ├── 10-agent.ts
│       │   └── 10-server.ts
│       └── walkthrough.md
├── 2025-05-10-workshop-nyc-twelve-factor-agents/
│   ├── README.md
│   ├── meta.md
│   ├── pre-requisites/
│   │   ├── 00-hello-world/
│   │   │   ├── README.md
│   │   │   └── walkthrough/
│   │   │       ├── 00-.gitignore
│   │   │       ├── 00-index.ts
│   │   │       ├── 00-package.json
│   │   │       └── 00-tsconfig.json
│   │   ├── 01-cli-and-agent/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 01-agent.baml
│   │   │       ├── 01-agent.ts
│   │   │       ├── 01-cli.ts
│   │   │       └── 01-index.ts
│   │   ├── README.md
│   │   └── final/
│   │       ├── .gitignore
│   │       ├── README.md
│   │       ├── baml_src/
│   │       │   ├── agent.baml
│   │       │   ├── clients.baml
│   │       │   └── generators.baml
│   │       ├── package.json
│   │       ├── src/
│   │       │   ├── agent.ts
│   │       │   ├── cli.ts
│   │       │   └── index.ts
│   │       └── tsconfig.json
│   ├── workshop-agents/
│   │   ├── 02-calculator-tools/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   └── generators.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 02-agent.baml
│   │   │       └── 02-tool_calculator.baml
│   │   ├── 03-tool-loop/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 03-agent.ts
│   │   │       └── 03b-agent.ts
│   │   ├── 04-baml-tests/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 04-agent.baml
│   │   │       ├── 04b-agent.baml
│   │   │       └── 04c-agent.baml
│   │   ├── 05-human-tools/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 05-agent.baml
│   │   │       ├── 05-agent.ts
│   │   │       ├── 05-cli.ts
│   │   │       ├── 05b-agent.baml
│   │   │       └── 05c-agent.baml
│   │   ├── 06-customize-prompt/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       └── 06-agent.baml
│   │   ├── 07-context-window/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 07-agent.ts
│   │   │       ├── 07b-agent.ts
│   │   │       └── 07c-agent.baml
│   │   ├── 08-api-endpoints/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       └── 08-server.ts
│   │   ├── 09-state-management/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   ├── index.ts
│   │   │   │   └── server.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 09-server.ts
│   │   │       └── 09-state.ts
│   │   ├── 10-human-approval/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   ├── index.ts
│   │   │   │   ├── server.ts
│   │   │   │   └── state.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 10-agent.ts
│   │   │       └── 10-server.ts
│   │   └── README.md
│   └── workshop-bonus/
│       ├── README.md
│       ├── baml_src/
│       │   ├── clients.baml
│       │   ├── generators.baml
│       │   └── resume.baml
│       ├── hello.py
│       ├── parse_json_schema.py
│       ├── pyproject.toml
│       └── tools.json
├── 2025-05-13-designing-evals/
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   └── lessonplan.baml
│   ├── evals/
│   │   ├── run_2025-05-13-11-01-29/
│   │   │   ├── data_1.json
│   │   │   └── data_2.json
│   │   └── run_2025-05-13-11-06-05/
│   │       ├── data_1.json
│   │       └── data_2.json
│   ├── hello.py
│   ├── meta.md
│   └── pyproject.toml
├── 2025-05-17-workshop-sf-twelve-factor-agents/
│   ├── README.md
│   ├── agents-workshop/
│   │   ├── .gitkeep
│   │   ├── 00-hello-world/
│   │   │   ├── README.md
│   │   │   └── walkthrough/
│   │   │       ├── 00-.gitignore
│   │   │       ├── 00-index.ts
│   │   │       ├── 00-package.json
│   │   │       └── 00-tsconfig.json
│   │   ├── 01-cli-and-agent/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 01-agent.baml
│   │   │       ├── 01-agent.ts
│   │   │       ├── 01-cli.ts
│   │   │       └── 01-index.ts
│   │   ├── 02-calculator-tools/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   └── generators.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 02-agent.baml
│   │   │       └── 02-tool_calculator.baml
│   │   ├── 03-tool-loop/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 03-agent.ts
│   │   │       └── 03b-agent.ts
│   │   ├── 04-baml-tests/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 04-agent.baml
│   │   │       ├── 04b-agent.baml
│   │   │       └── 04c-agent.baml
│   │   ├── 05-human-tools/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 05-agent.baml
│   │   │       ├── 05-agent.ts
│   │   │       ├── 05-cli.ts
│   │   │       ├── 05b-agent.baml
│   │   │       └── 05c-agent.baml
│   │   ├── 06-customize-prompt/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       └── 06-agent.baml
│   │   ├── 07-context-window/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 07-agent.ts
│   │   │       ├── 07b-agent.ts
│   │   │       └── 07c-agent.baml
│   │   ├── 08-api-endpoints/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   └── index.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       └── 08-server.ts
│   │   ├── 09-state-management/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   ├── index.ts
│   │   │   │   └── server.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 09-server.ts
│   │   │       └── 09-state.ts
│   │   ├── 10-human-approval/
│   │   │   ├── .gitignore
│   │   │   ├── README.md
│   │   │   ├── baml_src/
│   │   │   │   ├── agent.baml
│   │   │   │   ├── clients.baml
│   │   │   │   ├── generators.baml
│   │   │   │   └── tool_calculator.baml
│   │   │   ├── package.json
│   │   │   ├── src/
│   │   │   │   ├── agent.ts
│   │   │   │   ├── cli.ts
│   │   │   │   ├── index.ts
│   │   │   │   ├── server.ts
│   │   │   │   └── state.ts
│   │   │   ├── tsconfig.json
│   │   │   └── walkthrough/
│   │   │       ├── 10-agent.ts
│   │   │       └── 10-server.ts
│   │   └── 11-humanlayer-approval/
│   │       ├── .gitignore
│   │       ├── README.md
│   │       ├── baml_src/
│   │       │   ├── agent.baml
│   │       │   ├── clients.baml
│   │       │   ├── generators.baml
│   │       │   └── tool_calculator.baml
│   │       ├── package.json
│   │       ├── src/
│   │       │   ├── agent.ts
│   │       │   ├── cli.ts
│   │       │   ├── index.ts
│   │       │   ├── server.ts
│   │       │   └── state.ts
│   │       ├── tsconfig.json
│   │       └── walkthrough/
│   │           ├── 11-cli.ts
│   │           ├── 11b-cli.ts
│   │           └── 11c-cli.ts
│   ├── meta.md
│   ├── morning/
│   │   ├── README.md
│   │   ├── baml_src/
│   │   │   ├── clients.baml
│   │   │   ├── generators.baml
│   │   │   └── resume.baml
│   │   ├── hello.py
│   │   └── pyproject.toml
│   └── pre-requisites/
│       ├── .gitignore
│       ├── 00-hello-world/
│       │   ├── README.md
│       │   └── walkthrough/
│       │       ├── 00-.gitignore
│       │       ├── 00-index.ts
│       │       ├── 00-package.json
│       │       └── 00-tsconfig.json
│       ├── 00a-python-setup/
│       │   ├── README.md
│       │   └── final/
│       │       ├── baml_src/
│       │       │   ├── clients.baml
│       │       │   ├── generators.baml
│       │       │   └── resume.baml
│       │       ├── hello.py
│       │       └── pyproject.toml
│       ├── 01-cli-and-agent/
│       │   ├── .gitignore
│       │   ├── README.md
│       │   ├── baml_src/
│       │   │   ├── agent.baml
│       │   │   ├── clients.baml
│       │   │   ├── generators.baml
│       │   │   └── resume.baml
│       │   ├── package.json
│       │   ├── src/
│       │   │   ├── agent.ts
│       │   │   ├── cli.ts
│       │   │   └── index.ts
│       │   ├── tsconfig.json
│       │   └── walkthrough/
│       │       ├── 01-agent.baml
│       │       ├── 01-agent.ts
│       │       ├── 01-cli.ts
│       │       └── 01-index.ts
│       ├── 01a-cli-and-agent-localmodels/
│       │   ├── .gitignore
│       │   ├── README.md
│       │   ├── baml_src/
│       │   │   ├── agent.baml
│       │   │   ├── clients.baml
│       │   │   └── generators.baml
│       │   ├── package.json
│       │   ├── src/
│       │   │   ├── agent.ts
│       │   │   ├── cli.ts
│       │   │   └── index.ts
│       │   ├── tsconfig.json
│       │   └── walkthrough/
│       │       └── 01a-agent.baml
│       ├── 02-calculator-tools/
│       │   ├── .gitignore
│       │   ├── README.md
│       │   ├── baml_src/
│       │   │   ├── agent.baml
│       │   │   ├── clients.baml
│       │   │   └── generators.baml
│       │   ├── package.json
│       │   ├── src/
│       │   │   ├── agent.ts
│       │   │   ├── cli.ts
│       │   │   └── index.ts
│       │   ├── tsconfig.json
│       │   └── walkthrough/
│       │       ├── 02-agent.baml
│       │       └── 02-tool_calculator.baml
│       ├── 03-tool-loop/
│       │   ├── .gitignore
│       │   ├── README.md
│       │   ├── baml_src/
│       │   │   ├── agent.baml
│       │   │   ├── clients.baml
│       │   │   ├── generators.baml
│       │   │   └── tool_calculator.baml
│       │   ├── package.json
│       │   ├── src/
│       │   │   ├── agent.ts
│       │   │   ├── cli.ts
│       │   │   └── index.ts
│       │   ├── tsconfig.json
│       │   └── walkthrough/
│       │       ├── 03-agent.ts
│       │       └── 03b-agent.ts
│       └── README.md
├── 2025-05-20-policies-to-prompts/
│   ├── .gitignore
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── evaluate_gift_policy.baml
│   │   ├── evaluate_policy.baml
│   │   ├── generators.baml
│   │   └── questions.baml
│   ├── datasets.py
│   ├── meta.md
│   ├── pipeline.py
│   ├── pyproject.toml
│   ├── questions.py
│   └── test_pipeline.py
├── 2025-05-27-mcp-with-10000-tools/
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   └── resume.baml
│   ├── meta.md
│   ├── parse_json_schema.py
│   ├── pyproject.toml
│   ├── tools.json
│   └── tools.py
├── 2025-06-03-humans-as-tools-async/
│   ├── .gitignore
│   ├── README.md
│   ├── baml_src/
│   │   ├── agent.baml
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   └── tool_calculator.baml
│   ├── meta.md
│   ├── package.json
│   ├── src/
│   │   ├── agent.ts
│   │   ├── cli.ts
│   │   ├── index.ts
│   │   ├── server.ts
│   │   └── state.ts
│   └── tsconfig.json
├── 2025-06-10-cracking-the-prompting-interview/
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── codegen.baml
│   │   ├── diarization.baml
│   │   ├── generators.baml
│   │   ├── labels.baml
│   │   ├── plan.baml
│   │   ├── resume.baml
│   │   ├── symbol_tuning.baml
│   │   └── video_gen.baml
│   ├── hello.py
│   ├── meta.md
│   └── pyproject.toml
├── 2025-06-17-entity-extraction/
│   ├── .vscode/
│   │   └── settings.json
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   └── resume.baml
│   ├── hello.py
│   ├── meta.md
│   └── pyproject.toml
├── 2025-06-24-ai-content-pipeline/
│   ├── .cursorrules
│   ├── .gitignore
│   ├── .multiclaude/
│   │   └── personas/
│   │       ├── agent-code-reviewer.md
│   │       ├── agent-developer.md
│   │       ├── agent-merger.md
│   │       ├── agent-multiplan-manager.md
│   │       └── agent-rebaser.md
│   ├── .vscode/
│   │   └── settings.json
│   ├── CLAUDE.md
│   ├── README.md
│   ├── backend/
│   │   ├── README.md
│   │   ├── ai_generator.py
│   │   ├── auth.py
│   │   ├── baml_src/
│   │   │   ├── clients.baml
│   │   │   ├── content_generation.baml
│   │   │   ├── email_test.baml
│   │   │   ├── generators.baml
│   │   │   ├── models.baml
│   │   │   ├── summarize.baml
│   │   │   └── summarize_test.baml
│   │   ├── baml_wrapper.py
│   │   ├── claude_output.jsonl
│   │   ├── database.py
│   │   ├── env.template
│   │   ├── hello.py
│   │   ├── job_processor.py
│   │   ├── main.py
│   │   ├── migrations/
│   │   │   ├── add_processing_stage.sql
│   │   │   ├── add_structured_content.sql
│   │   │   └── add_summary_json.sql
│   │   ├── models.py
│   │   ├── oauth_setup.py
│   │   ├── oauth_setup_claude.py
│   │   ├── pyproject.toml
│   │   ├── run_migration.py
│   │   ├── schema.sql
│   │   ├── setup_supabase.py
│   │   ├── test_baml_integration.py
│   │   ├── test_zoom_recordings.py
│   │   ├── video_processor.py
│   │   └── zoom_client.py
│   ├── docs/
│   │   └── oauth-setup.md
│   ├── frontend/
│   │   ├── .gitignore
│   │   ├── README.md
│   │   ├── components.json
│   │   ├── env.template
│   │   ├── eslint.config.mjs
│   │   ├── next.config.ts
│   │   ├── package.json
│   │   ├── postcss.config.mjs
│   │   ├── src/
│   │   │   ├── app/
│   │   │   │   ├── globals.css
│   │   │   │   ├── layout.tsx
│   │   │   │   ├── page.tsx
│   │   │   │   └── videos/
│   │   │   │       └── [id]/
│   │   │   │           └── page.tsx
│   │   │   ├── components/
│   │   │   │   ├── TranscriptViewer.tsx
│   │   │   │   ├── VideoImportForm.tsx
│   │   │   │   ├── VideoList.tsx
│   │   │   │   ├── ZoomRecordingsList.tsx
│   │   │   │   ├── home/
│   │   │   │   │   ├── video-list.tsx
│   │   │   │   │   └── zoom-recordings-list.tsx
│   │   │   │   ├── shared/
│   │   │   │   │   ├── empty-state.tsx
│   │   │   │   │   ├── error-message.tsx
│   │   │   │   │   ├── loading-indicator.tsx
│   │   │   │   │   ├── utils.tsx
│   │   │   │   │   └── youtube-embed.tsx
│   │   │   │   ├── theme-provider.tsx
│   │   │   │   ├── ui/
│   │   │   │   │   ├── alert.tsx
│   │   │   │   │   ├── badge.tsx
│   │   │   │   │   ├── button.tsx
│   │   │   │   │   ├── card.tsx
│   │   │   │   │   ├── dialog.tsx
│   │   │   │   │   ├── input.tsx
│   │   │   │   │   ├── scroll-area.tsx
│   │   │   │   │   ├── separator.tsx
│   │   │   │   │   ├── sonner.tsx
│   │   │   │   │   ├── tabs.tsx
│   │   │   │   │   └── textarea.tsx
│   │   │   │   ├── video/
│   │   │   │   │   ├── draft-editor.tsx
│   │   │   │   │   ├── email-preview.tsx
│   │   │   │   │   ├── linkedin-preview.tsx
│   │   │   │   │   ├── transcript-viewer.tsx
│   │   │   │   │   └── x-preview.tsx
│   │   │   │   └── zoom/
│   │   │   │       └── zoom-recordings-list.tsx
│   │   │   └── lib/
│   │   │       ├── api.ts
│   │   │       ├── apiClient.ts
│   │   │       ├── supabase.ts
│   │   │       └── utils.ts
│   │   └── tsconfig.json
│   ├── meta.md
│   └── specs/
│       ├── README.md
│       ├── merge-plan.md
│       ├── next-steps-notes.md
│       ├── prompt-impl.md
│       └── tasks.md
├── 2025-07-01-ai-content-pipeline-2/
│   ├── .cursorrules
│   ├── .gitignore
│   ├── .multiclaude/
│   │   └── personas/
│   │       ├── agent-code-reviewer.md
│   │       ├── agent-developer.md
│   │       ├── agent-merger.md
│   │       ├── agent-multiplan-manager.md
│   │       └── agent-rebaser.md
│   ├── .vscode/
│   │   └── settings.json
│   ├── CLAUDE.md
│   ├── README.md
│   ├── architecture.md
│   ├── backend/
│   │   ├── CLAUDE.md
│   │   ├── Makefile
│   │   ├── README.md
│   │   ├── auth.py
│   │   ├── baml_src/
│   │   │   ├── clients.baml
│   │   │   ├── content_generation.baml
│   │   │   ├── email_test.baml
│   │   │   ├── generators.baml
│   │   │   ├── models.baml
│   │   │   ├── summarize.baml
│   │   │   └── summarize_test.baml
│   │   ├── baml_wrapper.py
│   │   ├── claude_output.jsonl
│   │   ├── database.py
│   │   ├── env.template
│   │   ├── github_pr_service.py
│   │   ├── hello.py
│   │   ├── luma_client.py
│   │   ├── main.py
│   │   ├── migrations/
│   │   │   ├── add_github_pr_fields.sql
│   │   │   ├── add_processing_stage.sql
│   │   │   ├── add_structured_content.sql
│   │   │   └── add_summary_json.sql
│   │   ├── models.py
│   │   ├── oauth_setup.py
│   │   ├── oauth_setup_claude.py
│   │   ├── pyproject.toml
│   │   ├── run_migration.py
│   │   ├── schema.sql
│   │   ├── setup_supabase.py
│   │   ├── test_zoom_recordings.py
│   │   ├── video_processor.py
│   │   └── zoom_client.py
│   ├── cursed.md
│   ├── docs/
│   │   └── oauth-setup.md
│   ├── frontend/
│   │   ├── .gitignore
│   │   ├── README.md
│   │   ├── biome.json
│   │   ├── components.json
│   │   ├── env.template
│   │   ├── next.config.ts
│   │   ├── package.json
│   │   ├── postcss.config.mjs
│   │   ├── src/
│   │   │   ├── app/
│   │   │   │   ├── globals.css
│   │   │   │   ├── layout.tsx
│   │   │   │   ├── page.tsx
│   │   │   │   └── videos/
│   │   │   │       └── [id]/
│   │   │   │           └── page.tsx
│   │   │   ├── components/
│   │   │   │   ├── TranscriptViewer.tsx
│   │   │   │   ├── VideoImportForm.tsx
│   │   │   │   ├── VideoList.tsx
│   │   │   │   ├── ZoomRecordingsList.tsx
│   │   │   │   ├── github/
│   │   │   │   │   └── CreateGitHubPRButton.tsx
│   │   │   │   ├── home/
│   │   │   │   │   ├── video-list.tsx
│   │   │   │   │   └── zoom-recordings-list.tsx
│   │   │   │   ├── shared/
│   │   │   │   │   ├── empty-state.tsx
│   │   │   │   │   ├── error-message.tsx
│   │   │   │   │   ├── loading-indicator.tsx
│   │   │   │   │   ├── utils.tsx
│   │   │   │   │   └── youtube-embed.tsx
│   │   │   │   ├── theme-provider.tsx
│   │   │   │   ├── ui/
│   │   │   │   │   ├── alert.tsx
│   │   │   │   │   ├── badge.tsx
│   │   │   │   │   ├── button.tsx
│   │   │   │   │   ├── card.tsx
│   │   │   │   │   ├── dialog.tsx
│   │   │   │   │   ├── input.tsx
│   │   │   │   │   ├── label.tsx
│   │   │   │   │   ├── scroll-area.tsx
│   │   │   │   │   ├── separator.tsx
│   │   │   │   │   ├── sonner.tsx
│   │   │   │   │   ├── tabs.tsx
│   │   │   │   │   ├── textarea.tsx
│   │   │   │   │   └── tooltip.tsx
│   │   │   │   ├── video/
│   │   │   │   │   ├── draft-editor.tsx
│   │   │   │   │   ├── email-preview.tsx
│   │   │   │   │   ├── linkedin-preview.tsx
│   │   │   │   │   ├── transcript-viewer.tsx
│   │   │   │   │   └── x-preview.tsx
│   │   │   │   └── zoom/
│   │   │   │       └── zoom-recordings-list.tsx
│   │   │   └── lib/
│   │   │       ├── api.ts
│   │   │       ├── apiClient.ts
│   │   │       ├── supabase.ts
│   │   │       └── utils.ts
│   │   └── tsconfig.json
│   ├── meta.md
│   ├── recap-and-next.md
│   └── specs/
│       ├── github-pr-integration-plan.md
│       └── luma-docs.md
├── 2025-07-08-context-engineering/
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   └── resume.baml
│   ├── main.py
│   ├── meta.md
│   └── pyproject.toml
├── 2025-07-15-decaying-resolution-memory/
│   ├── .gitignore
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── extract_date.baml
│   │   ├── generators.baml
│   │   └── redact_pii.baml
│   ├── examine_threads.py
│   ├── explore_redis.py
│   ├── main.py
│   ├── meta.md
│   ├── processed/
│   │   ├── thread_1749693363562_nxf6gp.txt
│   │   └── thread_1749694758480_hb0tir.txt
│   ├── pyproject.toml
│   └── redact_pii.py
├── 2025-07-22-multimodality/
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   └── resume.baml
│   ├── data/
│   │   └── psuedocode.py
│   ├── main.py
│   ├── meta.md
│   ├── pyproject.toml
│   └── socials.md
├── 2025-07-29-eval-many-models-same-prompt/
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── content_generation.baml
│   │   ├── email_test.baml
│   │   ├── generators.baml
│   │   ├── models.baml
│   │   ├── summarize.baml
│   │   └── summarize_test.baml
│   ├── index.ts
│   ├── main.py
│   ├── meta.md
│   ├── package.json
│   ├── pyproject.toml
│   ├── results/
│   │   ├── Burningguineafowl/
│   │   │   ├── MyGemini.json
│   │   │   ├── MyGeminiSmart.json
│   │   │   ├── anthropic_claude-3-5-sonnet-20240620.json
│   │   │   ├── chatgpt.json
│   │   │   └── openai_gpt-4o-mini.json
│   │   └── EmailStructure/
│   │       ├── MyGemini.json
│   │       ├── MyGeminiSmart.json
│   │       ├── anthropic_claude-3-5-sonnet-20240620.json
│   │       ├── chatgpt.json
│   │       └── openai_gpt-4o-mini.json
│   ├── streamlit_app.py
│   ├── test_loader.py
│   └── tests/
│       ├── Burningguineafowl.json
│       └── EmailStructure.json
├── 2025-08-05-advanced-context-engineering-for-coding-agents/
│   ├── .claude/
│   │   └── settings.json
│   ├── CLAUDE.md
│   ├── README.md
│   ├── email.md
│   ├── hack/
│   │   └── spec_metadata.sh
│   ├── journal.md
│   ├── meta.md
│   ├── socials.md
│   └── thoughts/
│       └── shared/
│           ├── issues/
│           │   └── issue-1252.md
│           ├── plans/
│           │   ├── baml-test-assertion-validation-with-research.md
│           │   └── fix-assert-syntax-validation-no-research.md
│           ├── research/
│           │   └── 2025-08-05_05-15-59_baml_test_assertions.md
│           └── traces/
│               └── 2025-07-30T20-23-46.754243_claude-opus-4-20250514_4ca6cb02.json
├── 2025-08-12-manus-context-engineering/
│   ├── README.md
│   ├── email.md
│   └── meta.md
├── 2025-08-19-interruptible-agents/
│   ├── .vscode/
│   │   └── settings.json
│   ├── README.md
│   ├── agents/
│   │   ├── __init__.py
│   │   ├── planner_agent.py
│   │   ├── search_agent.py
│   │   └── writer_agent.py
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── generate_diff.baml
│   │   ├── generators.baml
│   │   ├── research.baml
│   │   └── resume.baml
│   ├── email.md
│   ├── hello.py
│   ├── manager.py
│   ├── meta.md
│   ├── pyproject.toml
│   └── runtime.py
├── 2025-08-26-claude-for-non-code-workflows/
│   ├── .claude/
│   │   └── commands/
│   │       ├── ctx.md
│   │       ├── daily_review.md
│   │       └── monthly_update.md
│   ├── .gitignore
│   ├── COMPANY.md
│   ├── Makefile
│   ├── README.md
│   ├── company/
│   │   ├── dailies/
│   │   │   └── 2025-08-26-daily-review.md
│   │   └── journal.md
│   ├── dailies/
│   │   ├── 2025-08-25.md
│   │   └── 2025-08-26-daily-review.md
│   ├── email.md
│   ├── meta.md
│   ├── package.json
│   ├── running_investor_updates.md
│   ├── sops/
│   │   ├── daily-review-sop.md
│   │   └── investor-updates.md
│   ├── thoughts/
│   │   └── shared/
│   │       └── research/
│   │           └── 2025-08-26_09-29-35_humanlayer-self-structure.md
│   ├── tools/
│   │   ├── pull-metrics.ts
│   │   └── slice-files.ts
│   └── tsconfig.json
├── 2025-09-02-voice-agent-supervisor-threading/
│   ├── CLAUDE.md
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── functions.baml
│   │   └── generators.baml
│   ├── deep-research.md
│   ├── email.md
│   ├── meta.md
│   ├── pyproject.toml
│   ├── specification_updates.md
│   └── voice_agent.py
├── 2025-09-09-generative-uis/
│   ├── README.md
│   ├── email.md
│   ├── meta.md
│   └── my-app/
│       ├── .cursor/
│       │   └── rules/
│       │       └── baml.mdc
│       ├── .gitignore
│       ├── README.md
│       ├── baml_src/
│       │   ├── clients.baml
│       │   ├── generators.baml
│       │   ├── recipe.baml
│       │   └── resume.baml
│       ├── next.config.ts
│       ├── package.json
│       ├── postcss.config.mjs
│       ├── src/
│       │   └── app/
│       │       ├── action.ts
│       │       ├── globals.css
│       │       ├── layout.tsx
│       │       └── page.tsx
│       └── tsconfig.json
├── 2025-09-16-coding-agent-tools-bash-vs-mcp/
│   ├── .gitignore
│   ├── CLAUDE.md
│   ├── CLAUDE_linear_cli.md
│   ├── CLAUDE_linear_mcp.md
│   ├── Dockerfile
│   ├── README.md
│   ├── docker-compose.yml
│   ├── linear-cli/
│   │   ├── .gitignore
│   │   ├── README.md
│   │   ├── linear-cli.ts
│   │   ├── package.json
│   │   └── tsconfig.json
│   ├── mcp-linear.json
│   ├── meta.md
│   ├── package.json
│   ├── src/
│   │   ├── index.ts
│   │   └── inspect-logs.ts
│   └── tsconfig.json
├── 2025-09-23-evals-for-classification/
│   ├── .gitignore
│   ├── README.md
│   ├── data/
│   │   ├── categories.txt
│   │   ├── categories_full.txt
│   │   └── vector_store/
│   │       └── 7991f4cf-9469-49f2-bc91-a2a34d20a70f/
│   │           └── index_metadata.pickle
│   ├── meta.md
│   ├── pyproject.toml
│   ├── pyrightconfig.json
│   ├── scripts/
│   │   ├── README.md
│   │   ├── __init__.py
│   │   └── build_vector_store.py
│   ├── src/
│   │   ├── .cursor/
│   │   │   └── rules/
│   │   │       └── baml.mdc
│   │   ├── README.md
│   │   ├── __init__.py
│   │   ├── baml_src/
│   │   │   ├── clients.baml
│   │   │   ├── expand_user_query.baml
│   │   │   ├── generators.baml
│   │   │   └── pick_best_category.baml
│   │   ├── classification/
│   │   │   ├── __init__.py
│   │   │   ├── embeddings.py
│   │   │   ├── expander.py
│   │   │   ├── narrowing.py
│   │   │   ├── pipeline.py
│   │   │   ├── selection.py
│   │   │   └── vector_store.py
│   │   ├── config/
│   │   │   ├── __init__.py
│   │   │   └── settings.py
│   │   ├── data/
│   │   │   ├── __init__.py
│   │   │   ├── category_loader.py
│   │   │   └── models.py
│   │   ├── main.py
│   │   └── shared/
│   │       ├── __init__.py
│   │       ├── constants.py
│   │       ├── correctness.py
│   │       ├── enums.py
│   │       └── logger.py
│   ├── tests/
│   │   ├── README.md
│   │   ├── __init__.py
│   │   ├── data/
│   │   │   ├── __init__.py
│   │   │   └── test_cases.py
│   │   ├── integration/
│   │   │   ├── __init__.py
│   │   │   ├── test_narrowing_accuracy.py
│   │   │   ├── test_pipeline_accuracy.py
│   │   │   └── test_selection_accuracy.py
│   │   ├── run_tests.py
│   │   └── unit/
│   │       └── classification/
│   │           ├── embeddings_test.py
│   │           ├── narrowing_test.py
│   │           ├── pipeline_test.py
│   │           ├── selection_test.py
│   │           └── vector_store_test.py
│   └── ui/
│       ├── __init__.py
│       ├── analysis.py
│       ├── app.py
│       ├── components.py
│       └── data_operations.py
├── 2025-09-30-dyanmic-schemas/
│   ├── README.md
│   ├── backend/
│   │   ├── README.md
│   │   ├── pyproject.toml
│   │   └── server.py
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── execute_baml.baml
│   │   ├── generate_baml.baml
│   │   └── generators.baml
│   ├── email.md
│   ├── frontend/
│   │   ├── .gitignore
│   │   ├── README.md
│   │   ├── app/
│   │   │   ├── globals.css
│   │   │   ├── layout.tsx
│   │   │   └── page.tsx
│   │   ├── components/
│   │   │   ├── ansii-string.tsx
│   │   │   ├── error-message.tsx
│   │   │   ├── execution-result-section.tsx
│   │   │   ├── generated-baml-section.tsx
│   │   │   ├── input-section.tsx
│   │   │   ├── markdown/
│   │   │   │   ├── MarkdownRenderer.tsx
│   │   │   │   ├── bamlJinjaTextmate.json
│   │   │   │   ├── bamlTextmate.json
│   │   │   │   └── shiki-grammars.ts
│   │   │   └── ui/
│   │   │       ├── badge.tsx
│   │   │       ├── button.tsx
│   │   │       ├── card.tsx
│   │   │       ├── input.tsx
│   │   │       ├── separator.tsx
│   │   │       ├── table.tsx
│   │   │       ├── tabs.tsx
│   │   │       └── textarea.tsx
│   │   ├── components.json
│   │   ├── eslint.config.mjs
│   │   ├── lib/
│   │   │   └── utils.ts
│   │   ├── next.config.ts
│   │   ├── package.json
│   │   ├── postcss.config.mjs
│   │   └── tsconfig.json
│   └── meta.md
├── 2025-10-07-anthropic-post-mortem/
│   ├── README.md
│   └── meta.md
├── 2025-10-12-unconference-sf/
│   ├── dex-ralph-demo/
│   │   ├── .gitignore
│   │   ├── IMPLEMENTATION_PLAN.md
│   │   ├── PROMPT.md
│   │   ├── README.md
│   │   ├── biome.json
│   │   ├── loop.sh
│   │   ├── next-env.d.ts
│   │   ├── next.config.ts
│   │   ├── package.json
│   │   ├── postcss.config.mjs
│   │   ├── prisma/
│   │   │   ├── migrations/
│   │   │   │   ├── 20251012214243_init/
│   │   │   │   │   └── migration.sql
│   │   │   │   └── migration_lock.toml
│   │   │   └── schema.prisma
│   │   ├── specs/
│   │   │   └── overview.md
│   │   ├── src/
│   │   │   ├── app/
│   │   │   │   ├── api/
│   │   │   │   │   └── auth/
│   │   │   │   │       └── [...all]/
│   │   │   │   │           └── route.ts
│   │   │   │   ├── dashboard/
│   │   │   │   │   ├── page.tsx
│   │   │   │   │   └── sign-out-button.tsx
│   │   │   │   ├── globals.css
│   │   │   │   ├── layout.tsx
│   │   │   │   ├── login/
│   │   │   │   │   └── page.tsx
│   │   │   │   └── page.tsx
│   │   │   └── lib/
│   │   │       ├── auth-client.ts
│   │   │       ├── auth.ts
│   │   │       └── prisma.ts
│   │   ├── tsconfig.json
│   │   └── tsconfig.tsbuildinfo
│   └── meta.md
├── 2025-10-14-no-vibes-allowed/
│   ├── README.md
│   ├── email.md
│   └── meta.md
├── 2025-10-21-agentic-rag-context-engineering/
│   ├── .cursor/
│   │   └── rules/
│   │       └── baml.mdc
│   ├── .gitignore
│   ├── ARCHITECTURE.md
│   ├── README.md
│   ├── TUI_LAYOUT.md
│   ├── agent_runtime.py
│   ├── baml_src/
│   │   ├── agent-tools.baml
│   │   ├── agent.baml
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   ├── resume.baml
│   │   └── tools.md
│   ├── email.md
│   ├── main.py
│   ├── meta.md
│   ├── pyproject.toml
│   └── tui.py
├── 2025-10-28-ralph-wiggum-coding-agent-power-tools/
│   ├── .gitignore
│   ├── README.md
│   ├── email.md
│   ├── meta.md
│   ├── minibaml/
│   │   ├── IMPLEMENTATION_PLAN.md
│   │   ├── PROMPT.md
│   │   ├── README.md
│   │   ├── build.zig
│   │   ├── build.zig.zon
│   │   ├── docs/
│   │   │   ├── BUILDING.md
│   │   │   ├── getting-started.md
│   │   │   └── reference.md
│   │   ├── genspecs.md
│   │   ├── genspecs.sh
│   │   ├── hack/
│   │   │   ├── download_docs.sh
│   │   │   └── urls.txt
│   │   ├── loop.sh
│   │   ├── meta.md
│   │   ├── specs/
│   │   │   ├── examples_interactive-examples.mdx
│   │   │   ├── examples_prompt-engineering_action-item-extraction.mdx
│   │   │   ├── examples_prompt-engineering_chain-of-thought.mdx
│   │   │   ├── examples_prompt-engineering_chat.mdx
│   │   │   ├── examples_prompt-engineering_classification.mdx
│   │   │   ├── examples_prompt-engineering_pii-data-extraction-scrubbing.mdx
│   │   │   ├── examples_prompt-engineering_reducing-hallucinations.mdx
│   │   │   ├── examples_prompt-engineering_retrieval-augmented-generation.mdx
│   │   │   ├── examples_prompt-engineering_symbol-tuning.mdx
│   │   │   ├── examples_prompt-engineering_tools-function-calling.mdx
│   │   │   ├── guide_baml-advanced_checks-and-asserts.mdx
│   │   │   ├── guide_baml-advanced_collector-track-tokens.mdx
│   │   │   ├── guide_baml-advanced_dynamic-types.mdx
│   │   │   ├── guide_baml-advanced_llm-client-registry.mdx
│   │   │   ├── guide_baml-advanced_modular-api.mdx
│   │   │   ├── guide_baml-advanced_prompt-caching-message-role-metadata.mdx
│   │   │   ├── guide_baml-advanced_reusing-prompt-snippets.mdx
│   │   │   ├── guide_baml-basics_abort-signal.mdx
│   │   │   ├── guide_baml-basics_concurrent-calls.mdx
│   │   │   ├── guide_baml-basics_error-handling.mdx
│   │   │   ├── guide_baml-basics_multi-modal.mdx
│   │   │   ├── guide_baml-basics_prompting-with-baml.mdx
│   │   │   ├── guide_baml-basics_streaming.mdx
│   │   │   ├── guide_baml-basics_switching-llms.mdx
│   │   │   ├── guide_baml-basics_testing-functions.mdx
│   │   │   ├── guide_baml-basics_timeouts.mdx
│   │   │   ├── guide_boundary-cloud_observability_tracking-usage.mdx
│   │   │   ├── guide_comparisons_baml-vs-ai-sdk.mdx
│   │   │   ├── guide_comparisons_baml-vs-langchain.mdx
│   │   │   ├── guide_comparisons_baml-vs-marvin.mdx
│   │   │   ├── guide_comparisons_baml-vs-open-ai-sdk.mdx
│   │   │   ├── guide_comparisons_baml-vs-pydantic.mdx
│   │   │   ├── guide_contact.mdx
│   │   │   ├── guide_development_deploying_aws.mdx
│   │   │   ├── guide_development_deploying_docker-rest-api.mdx
│   │   │   ├── guide_development_deploying_docker.mdx
│   │   │   ├── guide_development_environment-variables.mdx
│   │   │   ├── guide_development_terminal-logs.mdx
│   │   │   ├── guide_development_upgrade-baml-versions.mdx
│   │   │   ├── guide_framework-integration_react-next-js_building-a-chatbot.mdx
│   │   │   ├── guide_framework-integration_react-next-js_quick-start.mdx
│   │   │   ├── guide_installation-editors_cursor-extension.mdx
│   │   │   ├── guide_installation-editors_others.mdx
│   │   │   ├── guide_installation-editors_vs-code-extension.mdx
│   │   │   ├── guide_installation-language_elixir.mdx
│   │   │   ├── guide_installation-language_go.mdx
│   │   │   ├── guide_installation-language_python.mdx
│   │   │   ├── guide_installation-language_rest-api-other-languages.mdx
│   │   │   ├── guide_installation-language_ruby.mdx
│   │   │   ├── guide_installation-language_typescript.mdx
│   │   │   ├── guide_introduction_baml_client.mdx
│   │   │   ├── guide_introduction_baml_src.mdx
│   │   │   ├── guide_introduction_what-is-baml.mdx
│   │   │   ├── guide_introduction_why-baml.mdx
│   │   │   ├── home.mdx
│   │   │   ├── llms.txt
│   │   │   ├── minibaml.md
│   │   │   ├── ref_attributes_alias.mdx
│   │   │   ├── ref_attributes_assert.mdx
│   │   │   ├── ref_attributes_check.mdx
│   │   │   ├── ref_attributes_description.mdx
│   │   │   ├── ref_attributes_dynamic.mdx
│   │   │   ├── ref_attributes_jinja-in-attributes.mdx
│   │   │   ├── ref_attributes_skip.mdx
│   │   │   ├── ref_attributes_what-are-attributes.mdx
│   │   │   ├── ref_baml-cli_dev.mdx
│   │   │   ├── ref_baml-cli_fmt.mdx
│   │   │   ├── ref_baml-cli_generate.mdx
│   │   │   ├── ref_baml-cli_init.mdx
│   │   │   ├── ref_baml-cli_serve.mdx
│   │   │   ├── ref_baml-cli_test.mdx
│   │   │   ├── ref_baml_class.mdx
│   │   │   ├── ref_baml_client-llm.mdx
│   │   │   ├── ref_baml_client_abort-signal.mdx
│   │   │   ├── ref_baml_client_audio.mdx
│   │   │   ├── ref_baml_client_client.mdx
│   │   │   ├── ref_baml_client_collector.mdx
│   │   │   ├── ref_baml_client_config.mdx
│   │   │   ├── ref_baml_client_errors_baml-abort-error.mdx
│   │   │   ├── ref_baml_client_errors_baml-client-finish-reason-error.mdx
│   │   │   ├── ref_baml_client_errors_baml-validation-error.mdx
│   │   │   ├── ref_baml_client_errors_overview.mdx
│   │   │   ├── ref_baml_client_image.mdx
│   │   │   ├── ref_baml_client_media.mdx
│   │   │   ├── ref_baml_client_on-tick.mdx
│   │   │   ├── ref_baml_client_pdf.mdx
│   │   │   ├── ref_baml_client_react-next-js_hook-data.mdx
│   │   │   ├── ref_baml_client_react-next-js_hook-input.mdx
│   │   │   ├── ref_baml_client_react-next-js_hook-output.mdx
│   │   │   ├── ref_baml_client_react-next-js_use-function-name-hook.mdx
│   │   │   ├── ref_baml_client_type-builder.mdx
│   │   │   ├── ref_baml_client_video.mdx
│   │   │   ├── ref_baml_client_with-options.mdx
│   │   │   ├── ref_baml_enum.mdx
│   │   │   ├── ref_baml_function.mdx
│   │   │   ├── ref_baml_general-baml-syntax_array-list.mdx
│   │   │   ├── ref_baml_general-baml-syntax_bool.mdx
│   │   │   ├── ref_baml_general-baml-syntax_comments.mdx
│   │   │   ├── ref_baml_general-baml-syntax_environment-variables.mdx
│   │   │   ├── ref_baml_general-baml-syntax_int-float.mdx
│   │   │   ├── ref_baml_general-baml-syntax_map-dictionary.mdx
│   │   │   ├── ref_baml_general-baml-syntax_media.mdx
│   │   │   ├── ref_baml_general-baml-syntax_string.mdx
│   │   │   ├── ref_baml_generator.mdx
│   │   │   ├── ref_baml_template-string.mdx
│   │   │   ├── ref_baml_test.mdx
│   │   │   ├── ref_baml_types.mdx
│   │   │   ├── ref_editor-extension-settings_baml-cli-path.mdx
│   │   │   ├── ref_editor-extension-settings_baml-enable-playground-proxy.mdx
│   │   │   ├── ref_editor-extension-settings_baml-generate-code-on-save.mdx
│   │   │   ├── ref_editor-extension-settings_baml-sync-extension-to-generator-version.mdx
│   │   │   ├── ref_llm-client-providers_anthropic.mdx
│   │   │   ├── ref_llm-client-providers_aws-bedrock.mdx
│   │   │   ├── ref_llm-client-providers_azure-ai-foundary.mdx
│   │   │   ├── ref_llm-client-providers_cerebras.mdx
│   │   │   ├── ref_llm-client-providers_google-ai-gemini.mdx
│   │   │   ├── ref_llm-client-providers_google-vertex.mdx
│   │   │   ├── ref_llm-client-providers_groq.mdx
│   │   │   ├── ref_llm-client-providers_huggingface.mdx
│   │   │   ├── ref_llm-client-providers_keywordsai.mdx
│   │   │   ├── ref_llm-client-providers_litellm.mdx
│   │   │   ├── ref_llm-client-providers_llama-api.mdx
│   │   │   ├── ref_llm-client-providers_lmstudio.mdx
│   │   │   ├── ref_llm-client-providers_ollama.mdx
│   │   │   ├── ref_llm-client-providers_open-ai-from-azure.mdx
│   │   │   ├── ref_llm-client-providers_open-ai-responses-api.mdx
│   │   │   ├── ref_llm-client-providers_open-ai.mdx
│   │   │   ├── ref_llm-client-providers_openai-generic.mdx
│   │   │   ├── ref_llm-client-providers_openrouter.mdx
│   │   │   ├── ref_llm-client-providers_tinfoil.mdx
│   │   │   ├── ref_llm-client-providers_together.mdx
│   │   │   ├── ref_llm-client-providers_unify.mdx
│   │   │   ├── ref_llm-client-providers_vercel-ai-gateway.mdx
│   │   │   ├── ref_llm-client-providers_vllm.mdx
│   │   │   ├── ref_llm-client-strategies_fallback.mdx
│   │   │   ├── ref_llm-client-strategies_retry-policy.mdx
│   │   │   ├── ref_llm-client-strategies_round-robin.mdx
│   │   │   ├── ref_llm-client-strategies_timeouts.mdx
│   │   │   ├── ref_overview.mdx
│   │   │   ├── ref_prompt-syntax_conditionals.mdx
│   │   │   ├── ref_prompt-syntax_ctx-client.mdx
│   │   │   ├── ref_prompt-syntax_ctx-output-format.mdx
│   │   │   ├── ref_prompt-syntax_loops.mdx
│   │   │   ├── ref_prompt-syntax_role.mdx
│   │   │   ├── ref_prompt-syntax_variables.mdx
│   │   │   └── ref_prompt-syntax_what-is-jinja.mdx
│   │   ├── src/
│   │   │   ├── ast.zig
│   │   │   ├── codegen.zig
│   │   │   ├── formatter.zig
│   │   │   ├── jinja.zig
│   │   │   ├── lexer.zig
│   │   │   ├── main.zig
│   │   │   ├── multifile.zig
│   │   │   ├── parser.zig
│   │   │   ├── root.zig
│   │   │   └── validator.zig
│   │   ├── test.baml
│   │   ├── test_baml_src/
│   │   │   ├── clients.baml
│   │   │   ├── functions.baml
│   │   │   └── models/
│   │   │       ├── person.baml
│   │   │       └── status.baml
│   │   ├── test_dynamic.baml
│   │   └── test_strategies.baml
│   ├── other-prompts/
│   │   ├── REFACTORING_PROMPT.md
│   │   └── REVERSE_ENGINEER_SPECIFICATIONS.md
│   └── webapp/
│       ├── .gitignore
│       ├── IMPLEMENTATION_PLAN.md
│       ├── PROMPT.md
│       ├── README.md
│       ├── biome.json
│       ├── loop.sh
│       ├── next.config.ts
│       ├── package.json
│       ├── postcss.config.mjs
│       ├── prisma/
│       │   ├── migrations/
│       │   │   ├── 20251028172009_init/
│       │   │   │   └── migration.sql
│       │   │   ├── 20251028183248_add_due_date_to_todos/
│       │   │   │   └── migration.sql
│       │   │   ├── 20251028183716_add_priority_to_todos/
│       │   │   │   └── migration.sql
│       │   │   ├── 20251028190218_add_notifications/
│       │   │   │   └── migration.sql
│       │   │   ├── 20251028191557_add_recurring_todos/
│       │   │   │   └── migration.sql
│       │   │   ├── 20251028192204_add_attachments/
│       │   │   │   └── migration.sql
│       │   │   ├── 20251028193702_add_templates/
│       │   │   │   └── migration.sql
│       │   │   ├── 20251028194458_add_email_notification_preferences/
│       │   │   │   └── migration.sql
│       │   │   ├── 20251028195051_add_email_digests/
│       │   │   │   └── migration.sql
│       │   │   ├── 20251028200059_add_digest_customization/
│       │   │   │   └── migration.sql
│       │   │   ├── 20251028201814_add_activity_log/
│       │   │   │   └── migration.sql
│       │   │   ├── 20251028203200_add_custom_recurrence_patterns/
│       │   │   │   └── migration.sql
│       │   │   ├── 20251029150838_add_todo_dependencies/
│       │   │   │   └── migration.sql
│       │   │   └── migration_lock.toml
│       │   └── schema.prisma
│       ├── prisma.config.ts
│       ├── specs/
│       │   └── overview.md
│       ├── src/
│       │   ├── app/
│       │   │   ├── actions/
│       │   │   │   ├── comments.ts
│       │   │   │   ├── lists.ts
│       │   │   │   ├── templates.ts
│       │   │   │   └── todos.ts
│       │   │   ├── api/
│       │   │   │   ├── activity-logs/
│       │   │   │   │   └── route.ts
│       │   │   │   ├── attachments/
│       │   │   │   │   ├── [id]/
│       │   │   │   │   │   └── route.ts
│       │   │   │   │   └── route.ts
│       │   │   │   ├── auth/
│       │   │   │   │   ├── login/
│       │   │   │   │   │   └── route.ts
│       │   │   │   │   ├── logout/
│       │   │   │   │   │   └── route.ts
│       │   │   │   │   ├── session/
│       │   │   │   │   │   └── route.ts
│       │   │   │   │   └── verify/
│       │   │   │   │       └── route.ts
│       │   │   │   ├── cron/
│       │   │   │   │   └── send-digests/
│       │   │   │   │       └── route.ts
│       │   │   │   ├── lists/
│       │   │   │   │   ├── [id]/
│       │   │   │   │   │   └── route.ts
│       │   │   │   │   └── route.ts
│       │   │   │   ├── notifications/
│       │   │   │   │   ├── [id]/
│       │   │   │   │   │   └── route.ts
│       │   │   │   │   ├── route.ts
│       │   │   │   │   └── unread-count/
│       │   │   │   │       └── route.ts
│       │   │   │   ├── settings/
│       │   │   │   │   └── notification-preferences/
│       │   │   │   │       └── route.ts
│       │   │   │   └── todos/
│       │   │   │       ├── [id]/
│       │   │   │       │   └── route.ts
│       │   │   │       └── route.ts
│       │   │   ├── globals.css
│       │   │   ├── layout.tsx
│       │   │   ├── login/
│       │   │   │   └── page.tsx
│       │   │   ├── page.tsx
│       │   │   └── verify/
│       │   │       └── page.tsx
│       │   ├── components/
│       │   │   ├── activity-logs/
│       │   │   │   └── ActivityLogList.tsx
│       │   │   ├── attachments/
│       │   │   │   ├── AttachmentList.tsx
│       │   │   │   └── FileUpload.tsx
│       │   │   ├── auth/
│       │   │   │   ├── LoginForm.tsx
│       │   │   │   └── LogoutButton.tsx
│       │   │   ├── common/
│       │   │   │   └── KeyboardShortcutsHelp.tsx
│       │   │   ├── dependencies/
│       │   │   │   ├── DependencyList.tsx
│       │   │   │   └── DependencySelector.tsx
│       │   │   ├── graph/
│       │   │   │   ├── GraphView.tsx
│       │   │   │   ├── GraphViewWrapper.tsx
│       │   │   │   └── TodoNode.tsx
│       │   │   ├── lists/
│       │   │   │   ├── ListForm.tsx
│       │   │   │   ├── ListItem.tsx
│       │   │   │   ├── ListManagement.tsx
│       │   │   │   ├── ListSelector.tsx
│       │   │   │   ├── ShareListForm.tsx
│       │   │   │   └── SharedUsersList.tsx
│       │   │   ├── notifications/
│       │   │   │   ├── NotificationBell.tsx
│       │   │   │   └── NotificationList.tsx
│       │   │   ├── settings/
│       │   │   │   └── NotificationPreferences.tsx
│       │   │   ├── templates/
│       │   │   │   ├── TemplateForm.tsx
│       │   │   │   ├── TemplateItem.tsx
│       │   │   │   ├── TemplateManagement.tsx
│       │   │   │   └── TemplateSelector.tsx
│       │   │   └── todos/
│       │   │       ├── BatchActionBar.tsx
│       │   │       ├── CommentThread.tsx
│       │   │       ├── KanbanBoard.tsx
│       │   │       ├── KanbanCard.tsx
│       │   │       ├── ReactionBar.tsx
│       │   │       ├── RecurrenceSelector.tsx
│       │   │       ├── TodoForm.tsx
│       │   │       ├── TodoItem.tsx
│       │   │       └── TodoList.tsx
│       │   ├── lib/
│       │   │   ├── activity-log-server.ts
│       │   │   ├── attachments-server.ts
│       │   │   ├── auth-server.ts
│       │   │   ├── auth.ts
│       │   │   ├── comments-server.ts
│       │   │   ├── config.ts
│       │   │   ├── digest-notifications-server.ts
│       │   │   ├── email-digests.ts
│       │   │   ├── email-notifications.ts
│       │   │   ├── email.ts
│       │   │   ├── hooks/
│       │   │   │   └── useKeyboardShortcuts.ts
│       │   │   ├── lists-server.ts
│       │   │   ├── notification-preferences-server.ts
│       │   │   ├── notifications-server.ts
│       │   │   ├── prisma.ts
│       │   │   ├── recurrence-custom.ts
│       │   │   ├── recurrence.ts
│       │   │   ├── todos-server.ts
│       │   │   ├── todos.ts
│       │   │   └── types/
│       │   │       ├── attachments.ts
│       │   │       ├── auth.ts
│       │   │       ├── comments.ts
│       │   │       ├── lists.ts
│       │   │       ├── notifications.ts
│       │   │       └── todos.ts
│       │   └── middleware.ts
│       └── tsconfig.json
├── 2025-11-05-event-driven-agents/
│   ├── README.md
│   ├── demo/
│   │   ├── .gitignore
│   │   ├── baml_src/
│   │   │   └── main.baml
│   │   ├── package.json
│   │   ├── src/
│   │   │   ├── __tests__/
│   │   │   │   ├── command-flow.test.ts
│   │   │   │   ├── event-bus.test.ts
│   │   │   │   ├── interrupt-and-queue.test.ts
│   │   │   │   ├── layer-test.test.ts
│   │   │   │   ├── minimal-flow.test.ts
│   │   │   │   ├── mocks/
│   │   │   │   │   ├── llm.ts
│   │   │   │   │   └── responses.ts
│   │   │   │   ├── simple.test.ts
│   │   │   │   ├── test-helpers.ts
│   │   │   │   └── test-utils.ts
│   │   │   ├── antml/
│   │   │   │   ├── AntmlParser.ts
│   │   │   │   ├── errors.ts
│   │   │   │   ├── format.ts
│   │   │   │   ├── index.ts
│   │   │   │   ├── registry.ts
│   │   │   │   └── types.ts
│   │   │   ├── events.ts
│   │   │   ├── reducers/
│   │   │   │   ├── command-reducer.ts
│   │   │   │   ├── interrupt-reducer.ts
│   │   │   │   ├── messages-reducer.ts
│   │   │   │   └── types.ts
│   │   │   ├── server.ts
│   │   │   ├── services/
│   │   │   │   ├── command-executor.ts
│   │   │   │   ├── command-parser.ts
│   │   │   │   ├── command-state.ts
│   │   │   │   ├── event-bus.ts
│   │   │   │   ├── interrupt-state.ts
│   │   │   │   ├── llm-memory-state.ts
│   │   │   │   ├── llm-service.ts
│   │   │   │   ├── messages-state.ts
│   │   │   │   ├── ui-display-state.ts
│   │   │   │   ├── visualizer-sink.ts
│   │   │   │   └── websocket-sink.ts
│   │   │   ├── shared-types.ts
│   │   │   ├── tools.ts
│   │   │   ├── utils/
│   │   │   │   └── interruptible.ts
│   │   │   └── visualizer/
│   │   │       ├── effect-wrapper.ts
│   │   │       ├── instrumentation.ts
│   │   │       ├── registry.ts
│   │   │       └── service-config.ts
│   │   ├── tsconfig.json
│   │   └── web/
│   │       ├── index.html
│   │       ├── src/
│   │       │   ├── App.svelte
│   │       │   ├── EventGraphVisualizer.svelte
│   │       │   └── main.ts
│   │       └── vite.config.js
│   └── meta.md
├── 2025-11-11-dates-and-times/
│   ├── .cursor/
│   │   └── rules/
│   │       └── baml.mdc
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── date-time.baml
│   │   ├── generators.baml
│   │   └── resume.baml
│   ├── main.py
│   ├── meta.md
│   └── pyproject.toml
├── 2025-11-18-building-an-animation-pipeline/
│   ├── README.md
│   ├── meta.md
│   └── transcript.md
├── 2025-11-25-no-vibes-allowed-using-codelayer-to-build-codelayer/
│   ├── README.md
│   └── meta.md
├── 2025-12-02-multimodal-evals/
│   ├── .cursor/
│   │   └── rules/
│   │       └── baml.mdc
│   ├── .gitignore
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   ├── receipts.baml
│   │   └── resume.baml
│   ├── load_cord_dataset.py
│   ├── main.py
│   ├── meta.md
│   ├── pyproject.toml
│   ├── results/
│   │   ├── 20251106_132526/
│   │   │   ├── detailed_results.json
│   │   │   ├── metadata.json
│   │   │   └── summary.json
│   │   ├── 20251106_132827/
│   │   │   ├── detailed_results.json
│   │   │   ├── metadata.json
│   │   │   └── summary.json
│   │   ├── 20251106_133339/
│   │   │   ├── detailed_results.json
│   │   │   ├── metadata.json
│   │   │   └── summary.json
│   │   ├── 20251106_160320/
│   │   │   ├── detailed_results.json
│   │   │   ├── metadata.json
│   │   │   └── summary.json
│   │   ├── 20251106_165359/
│   │   │   ├── detailed_results.json
│   │   │   ├── metadata.json
│   │   │   └── summary.json
│   │   ├── 20251107_072836/
│   │   │   ├── detailed_results.json
│   │   │   ├── metadata.json
│   │   │   └── summary.json
│   │   ├── 20251107_103452/
│   │   │   ├── detailed_results.json
│   │   │   ├── metadata.json
│   │   │   └── summary.json
│   │   ├── 20251107_124617/
│   │   │   ├── detailed_results.json
│   │   │   ├── metadata.json
│   │   │   └── summary.json
│   │   └── 20251201_223504/
│   │       ├── detailed_results.json
│   │       ├── metadata.json
│   │       └── summary.json
│   ├── src/
│   │   ├── README.md
│   │   ├── __init__.py
│   │   ├── receipt_evaluator.py
│   │   ├── run_streamlit.py
│   │   ├── streamlit_app.py
│   │   └── test_evaluator.py
│   └── transcript.md
├── 2025-12-09-git-worktrees/
│   ├── README.md
│   ├── meta.md
│   └── transcript.md
├── 2025-12-16-prompt-optimizer/
│   ├── README.md
│   ├── meta.md
│   └── transcript.md
├── 2025-12-23-founding-humanlayer/
│   ├── README.md
│   ├── meta.md
│   └── transcript.md
├── 2025-12-30-founding-boundary/
│   ├── README.md
│   ├── meta.md
│   └── transcript.md
├── 2026-01-06-latency/
│   ├── README.md
│   ├── baml_src/
│   │   ├── agent.baml
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   └── resume.baml
│   ├── email.md
│   ├── main.py
│   ├── meta.md
│   ├── pyproject.toml
│   └── transcript.md
├── 2026-01-13-applying-12-factor-principles-to-coding-agent-sdks/
│   ├── .gitignore
│   ├── IMPLEMENTATION_PLAN.md
│   ├── RALPH.md
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   └── planning.baml
│   ├── email.md
│   ├── logs/
│   │   ├── dashboard-events-2026-01-13T19-12-35.jsonl
│   │   ├── dashboard-events-2026-01-13T19-13-37.jsonl
│   │   ├── dashboard-snapshot-2026-01-13T19-12-35.json
│   │   ├── dashboard-snapshot-2026-01-13T19-13-37.json
│   │   ├── dashboard-test-2026-01-13T19-15-03.json
│   │   ├── dashboard-test-events-2026-01-13T19-15-03.jsonl
│   │   ├── events-2026-01-13T06-56-41.jsonl
│   │   ├── order-agent-2026-01-13T18-59-04.jsonl
│   │   ├── order-agent-2026-01-13T18-59-44.jsonl
│   │   ├── order-agent-2026-01-13T19-00-24.jsonl
│   │   ├── order-agent-2026-01-13T19-01-27.jsonl
│   │   ├── order-agent-2026-01-13T19-02-15.jsonl
│   │   └── workflow-2026-01-13T06-56-41.json
│   ├── meta.md
│   ├── package.json
│   ├── src/
│   │   ├── assignment-workflow.ts
│   │   ├── baml-parsing.ts
│   │   ├── chat.ts
│   │   ├── dashboard-agent.ts
│   │   ├── delivery-tracking-agent.ts
│   │   ├── demo.ts
│   │   ├── index.ts
│   │   ├── models/
│   │   │   └── types.ts
│   │   ├── order-agent.ts
│   │   ├── prompts/
│   │   │   └── create_plan.md
│   │   ├── ralph.ts
│   │   ├── store/
│   │   │   ├── driver-store.test.ts
│   │   │   ├── driver-store.ts
│   │   │   ├── order-store.test.ts
│   │   │   └── order-store.ts
│   │   ├── structured-planning-with-json.ts
│   │   ├── structured-planning.ts
│   │   └── utils.ts
│   ├── transcript.md
│   ├── tsconfig.json
│   └── whiteboards.md
├── 2026-01-20-email-is-all-you-need/
│   ├── README.md
│   ├── email.md
│   ├── meta.md
│   ├── raw_email.json
│   └── transcript.txt
├── 2026-01-27-no-vibes-allowed/
│   ├── README.md
│   ├── clips.json
│   ├── email.json
│   ├── email.md
│   ├── meta.md
│   ├── transcript.txt
│   └── whiteboards.md
├── 2026-02-03-prompting-is-becoming-a-product-surface/
│   ├── .cursor/
│   │   └── rules/
│   │       └── baml.mdc
│   ├── README.md
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── generate_schema.baml
│   │   ├── generators.baml
│   │   ├── resume.baml
│   │   └── transcript.baml
│   ├── clips.json
│   ├── email.json
│   ├── email.md
│   ├── main.py
│   ├── meta.md
│   ├── pyproject.toml
│   ├── transcript.txt
│   └── whiteboards.md
├── 2026-02-10-agentic-backpressure-deep-dive/
│   ├── .gitignore
│   ├── 00-sdk-basics.ts
│   ├── 00b-filter-events.ts
│   ├── 00c-collect-and-check.ts
│   ├── 01-hello-world.test.ts
│   ├── 02-hmac-verification.test.ts
│   ├── 02-wrong-assumptions.test.ts
│   ├── 02b-the-fix.test.ts
│   ├── 02c-plan-mode.test.ts
│   ├── 03-child-process-exec.test.ts
│   ├── 03-state-and-continuity.test.ts
│   ├── 04-structured-output.test.ts
│   ├── 05-hooks-and-side-effects.test.ts
│   ├── EPISODE.md
│   ├── README.md
│   ├── clips.json
│   ├── email.json
│   ├── email.md
│   ├── meta.md
│   ├── package.json
│   ├── transcript.txt
│   ├── tsconfig.json
│   ├── typescript-sdk-docs.md
│   ├── typescript-sdk-v2-docs.md
│   └── whiteboards.md
├── 2026-02-17-automating-aitw/
│   ├── .cursor/
│   │   └── rules/
│   │       └── baml.mdc
│   ├── README.md
│   ├── action_clips.json
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── clip.baml
│   │   ├── deslop.baml
│   │   ├── email.baml
│   │   ├── feedback.baml
│   │   ├── generators.baml
│   │   ├── resume.baml
│   │   ├── subtitle.baml
│   │   ├── thumbnail.baml
│   │   └── title_suggester.baml
│   ├── clips.json
│   ├── email.json
│   ├── email.md
│   ├── meta.md
│   ├── pyproject.toml
│   ├── src/
│   │   ├── __init__.py
│   │   ├── clip_extractor/
│   │   │   ├── README.md
│   │   │   ├── __init__.py
│   │   │   └── cli.py
│   │   ├── deslop/
│   │   │   ├── __init__.py
│   │   │   └── core.py
│   │   ├── email_generator/
│   │   │   ├── __init__.py
│   │   │   ├── core.py
│   │   │   └── generate_email.py
│   │   ├── luma/
│   │   │   ├── README.md
│   │   │   ├── __init__.py
│   │   │   ├── cli.py
│   │   │   ├── constants.py
│   │   │   ├── luma_client.py
│   │   │   └── luma_event.py
│   │   ├── riverside/
│   │   │   ├── README.md
│   │   │   ├── __init__.py
│   │   │   ├── cli.py
│   │   │   ├── riverside_agent.py
│   │   │   └── schedule_session.py
│   │   ├── thumbnail_creation/
│   │   │   ├── __init__.py
│   │   │   ├── cli.py
│   │   │   ├── config.py
│   │   │   ├── create_thumbnail.py
│   │   │   ├── file_manager.py
│   │   │   ├── gemini_client.py
│   │   │   ├── image_loader.py
│   │   │   ├── image_processor.py
│   │   │   ├── prompt.txt
│   │   │   ├── prompt_formatter.py
│   │   │   └── thumbnail_service.py
│   │   ├── title_suggester/
│   │   │   ├── __init__.py
│   │   │   ├── core.py
│   │   │   └── suggest_titles.py
│   │   └── youtube/
│   │       ├── README.md
│   │       ├── __init__.py
│   │       ├── get_videos.py
│   │       └── youtube_client.py
│   ├── titles.json
│   ├── tools/
│   │   └── deslop/
│   │       └── main.py
│   └── transcript.txt
├── 2026-02-24-no-vibes-february/
│   ├── README.md
│   ├── clips.json
│   ├── email.json
│   ├── email.md
│   ├── meta.md
│   ├── original_titles.json
│   ├── titles.json
│   ├── titles_2.json
│   └── transcript.txt
├── 2026-03-03-pii-redaction-and-sensitive-data-scrubbing/
│   ├── .cursor/
│   │   └── rules/
│   │       └── baml.mdc
│   ├── README.md
│   ├── action_clips.json
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── generators.baml
│   │   ├── redact.baml
│   │   ├── redact_tests.baml
│   │   └── resume.baml
│   ├── clips.json
│   ├── email.json
│   ├── email.md
│   ├── main.py
│   ├── meta.md
│   ├── pyproject.toml
│   ├── titles.json
│   └── transcript.txt
├── 2026-03-10-claude-agent-skills-deep-dive/
│   ├── .claude/
│   │   ├── commands/
│   │   │   └── backend-engineer.md
│   │   └── skills/
│   │       └── secret/
│   │           ├── SKILL.md
│   │           └── references/
│   │               └── the_secret.md
│   ├── README.md
│   ├── Untitled
│   ├── action_clips.json
│   ├── action_clips_1.json
│   ├── clips.json
│   ├── clips_1.json
│   ├── email.json
│   ├── email.md
│   ├── meta.md
│   ├── titles.json
│   ├── transcript.txt
│   └── whiteboards.md
├── 2026-03-17-prompt-injections-guardrails/
│   ├── README.md
│   ├── action_clips.json
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── event.baml
│   │   ├── generators.baml
│   │   └── resume.baml
│   ├── clips.json
│   ├── email.json
│   ├── email.md
│   ├── main.py
│   ├── meta.md
│   ├── pyproject.toml
│   ├── titles.json
│   ├── transcript.txt
│   └── whiteboards.md
├── 2026-03-24-mcp-is-dead/
│   ├── README.md
│   ├── action_clips.json
│   ├── action_clips_1.json
│   ├── clips.json
│   ├── clips_1.json
│   ├── email.json
│   ├── email.md
│   ├── meta.md
│   ├── titles.json
│   └── transcript.txt
├── 2026-03-31-no-vibes-march/
│   ├── README.md
│   ├── action_clips.json
│   ├── clips.json
│   ├── email.json
│   ├── email.md
│   ├── meta.md
│   ├── titles.json
│   └── transcript.txt
├── 2026-04-07-sse-streaming/
│   ├── Claude.md
│   ├── README.md
│   ├── action_clips.json
│   ├── baml_src/
│   │   ├── functions.baml
│   │   └── generators.baml
│   ├── clips.json
│   ├── email.json
│   ├── email.md
│   ├── index.html
│   ├── main.py
│   ├── meta.md
│   ├── pyproject.toml
│   └── transcript.txt
├── 2026-04-11-unconf-sf/
│   ├── baml_src/
│   │   ├── clients.baml
│   │   ├── clip_finder.baml
│   │   ├── description_generator.baml
│   │   ├── generators.baml
│   │   ├── talk_segmenter.baml
│   │   └── xpost_generator.baml
│   ├── pyproject.toml
│   └── src/
│       ├── clip_finder/
│       │   ├── __init__.py
│       │   └── find.py
│       ├── description_generator/
│       │   ├── __init__.py
│       │   └── generate.py
│       ├── generate_xposts.py
│       ├── talk_segmenter/
│       │   ├── __init__.py
│       │   ├── baml_segmenter.py
│       │   ├── enrich.py
│       │   ├── protocols.py
│       │   ├── segment.py
│       │   ├── segment_writer.py
│       │   ├── speaker_extractor.py
│       │   ├── timestamp.py
│       │   ├── timestamp_mapper.py
│       │   └── transcript_splitter.py
│       ├── transcriber/
│       │   ├── __init__.py
│       │   ├── audio_chunker.py
│       │   ├── audio_extractor.py
│       │   ├── protocols.py
│       │   ├── transcribe.py
│       │   ├── transcript_writer.py
│       │   └── whisper_service.py
│       └── xpost_generator/
│           ├── __init__.py
│           └── core.py
├── 2026-04-14-agentic-coding-for-frontend-apps/
│   ├── 01-storybook/
│   │   ├── .storybook/
│   │   │   ├── main.js
│   │   │   └── preview.js
│   │   ├── package.json
│   │   └── stories/
│   │       ├── ArticlePage.jsx
│   │       ├── ArticlePage.stories.jsx
│   │       ├── Button.jsx
│   │       └── Button.stories.jsx
│   ├── 02-storybook-riptide/
│   │   ├── .storybook/
│   │   │   ├── main.js
│   │   │   └── preview.jsx
│   │   ├── package.json
│   │   ├── src/
│   │   │   ├── components/
│   │   │   │   ├── badge.tsx
│   │   │   │   ├── button.tsx
│   │   │   │   ├── card.tsx
│   │   │   │   ├── input.tsx
│   │   │   │   └── keyboard-shortcut.tsx
│   │   │   ├── globals.css
│   │   │   └── lib/
│   │   │       └── utils.ts
│   │   └── stories/
│   │       ├── Badge.stories.tsx
│   │       ├── Button.stories.tsx
│   │       ├── Card.stories.tsx
│   │       ├── Input.stories.tsx
│   │       └── KeyboardShortcut.stories.tsx
│   ├── 03-wired-vs-pure/
│   │   ├── .storybook/
│   │   │   ├── main.js
│   │   │   └── preview.jsx
│   │   ├── index.html
│   │   ├── package.json
│   │   ├── server.ts
│   │   ├── src/
│   │   │   ├── App.tsx
│   │   │   ├── components/
│   │   │   │   ├── badge.tsx
│   │   │   │   ├── button.tsx
│   │   │   │   ├── card.tsx
│   │   │   │   ├── input.tsx
│   │   │   │   ├── keyboard-shortcut.tsx
│   │   │   │   ├── pure/
│   │   │   │   │   ├── DataTable.tsx
│   │   │   │   │   ├── TodoCard.tsx
│   │   │   │   │   └── UserSearchForm.tsx
│   │   │   │   └── wired/
│   │   │   │       ├── DataTableWired.tsx
│   │   │   │       ├── TodoCardWired.tsx
│   │   │   │       └── UserSearchFormWired.tsx
│   │   │   ├── globals.css
│   │   │   ├── lib/
│   │   │   │   └── utils.ts
│   │   │   ├── main.tsx
│   │   │   └── types.ts
│   │   ├── stories/
│   │   │   ├── DataTable.stories.tsx
│   │   │   ├── DataTableInteractive.stories.tsx
│   │   │   ├── TodoCard.stories.tsx
│   │   │   └── UserSearchForm.stories.tsx
│   │   ├── tsconfig.json
│   │   └── vite.config.ts
│   ├── README.md
│   ├── action_clips.json
│   ├── clips.json
│   ├── email.json
│   ├── email.md
│   ├── meta.md
│   ├── package.json
│   ├── titles.json
│   └── transcript.txt
├── 2026-04-21-harness-engineering-without-the-hype/
│   ├── README.md
│   ├── action_clips.json
│   ├── action_clips_1.json
│   ├── clips.json
│   ├── clips_1.json
│   ├── email.json
│   ├── email.md
│   ├── meta.md
│   ├── titles.json
│   └── trasncript.txt
├── 2026-04-28-no-vibes-design-docs/
│   ├── README.md
│   ├── action_clips.json
│   ├── clips.json
│   ├── email.json
│   ├── email.md
│   ├── meta.md
│   ├── titles.json
│   └── transcript.txt
├── 2026-05-05-openai-tells-you-not-to-build-your-own-harness/
│   ├── README.md
│   ├── action_clips.json
│   ├── action_clips_1.json
│   ├── clips.json
│   ├── clips_1.json
│   ├── email.json
│   ├── email.md
│   ├── meta.md
│   ├── titles.json
│   └── transcript.txt
├── 2026-05-12-code-mode-deep-dive/
│   └── meta.md
├── 2026-05-19-feature-flag-everything/
│   └── meta.md
├── HOWTO.md
├── Makefile
├── README.md
├── data.json
├── feed.xml
├── thoughts/
│   ├── searchable/
│   │   └── shared/
│   │       └── research/
│   │           ├── 2025-08-16_11-05-39_content_pipeline_architecture.md
│   │           └── 2025-08-16_11-07-26_zoom_luma_cli_scripts.md
│   └── shared/
│       ├── plans/
│       │   ├── zoom-luma-cli-tools.md
│       │   └── zoom-youtube-cli-tools.md
│       └── research/
│           ├── 2025-08-16_11-05-39_content_pipeline_architecture.md
│           └── 2025-08-16_11-07-26_zoom_luma_cli_scripts.md
└── tools/
    ├── .gitignore
    ├── CLAUDE.md
    ├── README.md
    ├── bun.lockb
    ├── data/
    │   ├── 2025-08-16-luma-recent-and-upcoming.md
    │   └── 2025-08-16-zoom-recordings.md
    ├── index.ts
    ├── luma.ts
    ├── package.json
    ├── tsconfig.json
    ├── validate-metadata.ts
    ├── zoom.ts
    └── zoom_token.json

SYMBOL INDEX (2713 symbols across 588 files)

FILE: 2025-03-31-large-scale-classification/hello.py
  class Category (line 13) | class Category(BaseModel):
  function load_categories (line 19) | def load_categories() -> list[Category]:
  function embed (line 39) | def embed(text: str) -> list[float]:
  function _narrow_down_categories (line 47) | def _narrow_down_categories(text: str, categories: list[Category]) -> li...
  function _narrow_down_categories_llm (line 60) | def _narrow_down_categories_llm(text: str, categories: list[Category]) -...
  function _pick_best_category (line 70) | def _pick_best_category(text: str, categories: list[Category]) -> Category:
  function pick_category (line 85) | def pick_category(text: str) -> str:

FILE: 2025-04-07-reasoning-models-vs-prompts/src/actions/chat.ts
  type ChatMessage (line 7) | interface ChatMessage {
  function streamChatResponse (line 16) | async function streamChatResponse(

FILE: 2025-04-07-reasoning-models-vs-prompts/src/app/layout.tsx
  function RootLayout (line 20) | function RootLayout({

FILE: 2025-04-07-reasoning-models-vs-prompts/src/app/page.tsx
  function Home (line 3) | function Home() {

FILE: 2025-04-07-reasoning-models-vs-prompts/src/components/App.tsx
  function App (line 6) | function App() {

FILE: 2025-04-07-reasoning-models-vs-prompts/src/lib/fakeResponse.ts
  type ReplyResponse (line 3) | type ReplyResponse = {
  type QueryGraphResponse (line 8) | type QueryGraphResponse = {

FILE: 2025-04-07-reasoning-models-vs-prompts/src/lib/neo4j.ts
  function getNeo4jDriver (line 5) | function getNeo4jDriver() {
  class Neo4jSession (line 15) | class Neo4jSession {
    method constructor (line 18) | constructor() {
    method run (line 22) | async run(query: string) {
    method close (line 27) | async close() {
    method finalize (line 31) | finalize() {

FILE: 2025-04-15-code-generation-small-models/agent/hello.py
  function find_imports (line 3) | def find_imports(code: str) -> list[str]:
  function main (line 13) | def main():

FILE: 2025-04-15-code-generation-small-models/agent/test_utils.py
  function test_load_files (line 3) | def test_load_files():
  function test_walk_directory (line 10) | def test_walk_directory():

FILE: 2025-04-15-code-generation-small-models/agent/utils.py
  function load_files (line 19) | def load_files(file_paths: List[str]) -> Dict[str, str]:
  function walk_directory (line 38) | def walk_directory(

FILE: 2025-04-15-code-generation-small-models/project/calculator.py
  class Calculator (line 5) | class Calculator:
    method __init__ (line 6) | def __init__(self):
    method calculate (line 15) | def calculate(self, a: float, operator: str, b: float) -> float:
    method store_in_memory (line 22) | def store_in_memory(self, value: float) -> None:
    method recall_memory (line 26) | def recall_memory(self) -> float:
    method clear_memory (line 30) | def clear_memory(self) -> None:

FILE: 2025-04-15-code-generation-small-models/project/hello.py
  function main (line 1) | def main():

FILE: 2025-04-15-code-generation-small-models/project/interface.py
  class CalculatorInterface (line 5) | class CalculatorInterface:
    method __init__ (line 6) | def __init__(self):
    method get_number (line 10) | def get_number(self, prompt: str) -> float:
    method get_operator (line 18) | def get_operator(self) -> str:
    method display_menu (line 27) | def display_menu(self):
    method run (line 36) | def run(self):

FILE: 2025-04-15-code-generation-small-models/project/main.py
  function main (line 5) | def main():

FILE: 2025-04-15-code-generation-small-models/project/operations.py
  function add (line 3) | def add(a: float, b: float) -> float:
  function subtract (line 7) | def subtract(a: float, b: float) -> float:
  function multiply (line 11) | def multiply(a: float, b: float) -> float:
  function divide (line 15) | def divide(a: float, b: float) -> float:

FILE: 2025-04-22-twelve-factor-agents/final/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
  type CalculatorTool (line 34) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 36) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 74) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-04-22-twelve-factor-agents/final/src/cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-04-22-twelve-factor-agents/final/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-04-22-twelve-factor-agents/final/src/state.ts
  class ThreadStore (line 7) | class ThreadStore {
    method create (line 10) | create(thread: Thread): string {
    method get (line 16) | get(id: string): Thread | undefined {
    method update (line 20) | update(id: string, thread: Thread): void {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/hack/restore-walkthrough.ts
  function extractFileOperations (line 6) | function extractFileOperations(markdown: string, upToChapter: number): {...
  function deleteDirRecursive (line 45) | function deleteDirRecursive(dirPath: string): void {
  function copyFile (line 53) | function copyFile(source: string, dest: string): void {
  function main (line 73) | async function main() {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/hack/run-walkthrough.ts
  constant DOUBLE_CTRL_C_TIMEOUT (line 15) | const DOUBLE_CTRL_C_TIMEOUT = 1000;
  function askToContinue (line 29) | function askToContinue(message: string): Promise<void> {
  function showDiff (line 37) | function showDiff(command: string) {
  function runCommand (line 84) | async function runCommand(command: string, interactive: boolean, showDif...
  function extractCommands (line 217) | function extractCommands(markdown: string): { chapter: string; commands:...
  function main (line 280) | async function main() {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/00-index.ts
  function hello (line 1) | async function hello(): Promise<void> {
  function main (line 5) | async function main() {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/01-agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/01-cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/01-index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/03-agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<string> {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/03b-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<string> {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/05-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/05-cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/07-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/07b-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
  type CalculatorTool (line 34) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 36) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 74) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/09-state.ts
  class ThreadStore (line 7) | class ThreadStore {
    method create (line 10) | create(thread: Thread): string {
    method get (line 16) | get(id: string): Thread | undefined {
    method update (line 20) | update(id: string, thread: Thread): void {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/10-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
  type CalculatorTool (line 34) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 36) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 69) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-04-22-twelve-factor-agents/step-by-step/walkthrough/10-server.ts
  type ApprovalPayload (line 43) | type ApprovalPayload = {
  type ResponsePayload (line 49) | type ResponsePayload = {
  type Payload (line 54) | type Payload = ApprovalPayload | ResponsePayload;

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/00-hello-world/walkthrough/00-index.ts
  function hello (line 1) | async function hello(): Promise<void> {
  function main (line 5) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/src/index.ts
  function hello (line 1) | async function hello(): Promise<void> {
  function main (line 5) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/walkthrough/01-agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/walkthrough/01-cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/walkthrough/01-index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/src/agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/src/agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/src/agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/walkthrough/03-agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<string> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/walkthrough/03b-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<string> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<string> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<string> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/walkthrough/05-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/walkthrough/05-cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/src/cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/07-context-window/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/07-context-window/src/cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/07-context-window/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/07-context-window/walkthrough/07-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/07-context-window/walkthrough/07b-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
  type CalculatorTool (line 34) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 36) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 74) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/08-api-endpoints/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
  type CalculatorTool (line 34) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 36) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 74) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/08-api-endpoints/src/cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/08-api-endpoints/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/09-state-management/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
  type CalculatorTool (line 34) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 36) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 74) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/09-state-management/src/cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/09-state-management/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/09-state-management/walkthrough/09-state.ts
  class ThreadStore (line 7) | class ThreadStore {
    method create (line 10) | create(thread: Thread): string {
    method get (line 16) | get(id: string): Thread | undefined {
    method update (line 20) | update(id: string, thread: Thread): void {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/10-human-approval/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
  type CalculatorTool (line 34) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 36) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 74) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/10-human-approval/src/cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/10-human-approval/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/10-human-approval/src/state.ts
  class ThreadStore (line 7) | class ThreadStore {
    method create (line 10) | create(thread: Thread): string {
    method get (line 16) | get(id: string): Thread | undefined {
    method update (line 20) | update(id: string, thread: Thread): void {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/10-human-approval/walkthrough/10-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
    method awaitingHumanResponse (line 33) | awaitingHumanResponse(): boolean {
    method awaitingHumanApproval (line 38) | awaitingHumanApproval(): boolean {
  type CalculatorTool (line 44) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 46) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 84) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/10-human-approval/walkthrough/10-server.ts
  type ApprovalPayload (line 46) | type ApprovalPayload = {
  type ResponsePayload (line 52) | type ResponsePayload = {
  type Payload (line 57) | type Payload = ApprovalPayload | ResponsePayload;

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-bonus/hello.py
  function main (line 5) | async def main(resume_str: str):
  function look_up_company_in_database (line 26) | def look_up_company_in_database(company_name: str) -> str | None:

FILE: 2025-05-10-workshop-nyc-twelve-factor-agents/workshop-bonus/parse_json_schema.py
  class SchemaAdder (line 6) | class SchemaAdder:
    method __init__ (line 7) | def __init__(self, tb: TypeBuilder, schema: Dict[str, Any]):
    method _parse_object (line 12) | def _parse_object(self, json_schema: Dict[str, Any]) -> FieldType:
    method _parse_string (line 53) | def _parse_string(self, json_schema: Dict[str, Any]) -> FieldType:
    method _load_ref (line 68) | def _load_ref(self, ref: str) -> FieldType:
    method parse (line 80) | def parse(self, json_schema: Dict[str, Any]) -> FieldType:
  function parse_json_schema (line 117) | def parse_json_schema(json_schema: Dict[str, Any], tb: TypeBuilder) -> F...
  function parse_tools (line 121) | def parse_tools(scheme_file_path: str, tb: TypeBuilder) -> Dict[str, Fie...

FILE: 2025-05-13-designing-evals/hello.py
  function lesson_plan_test_harness (line 12) | def lesson_plan_test_harness(test_idx: int, topic: str):
  function test_1 (line 25) | def test_1():
  function test_2 (line 28) | def test_2():

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/00-hello-world/walkthrough/00-index.ts
  function hello (line 1) | async function hello(): Promise<void> {
  function main (line 5) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/01-cli-and-agent/src/index.ts
  function hello (line 1) | async function hello(): Promise<void> {
  function main (line 5) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/01-cli-and-agent/walkthrough/01-agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/01-cli-and-agent/walkthrough/01-cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/01-cli-and-agent/walkthrough/01-index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/02-calculator-tools/src/agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/02-calculator-tools/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/02-calculator-tools/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/03-tool-loop/src/agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/03-tool-loop/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/03-tool-loop/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/03-tool-loop/walkthrough/03-agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<string> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/03-tool-loop/walkthrough/03b-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<string> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/04-baml-tests/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<string> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/04-baml-tests/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/04-baml-tests/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/05-human-tools/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<string> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/05-human-tools/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/05-human-tools/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/05-human-tools/walkthrough/05-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/05-human-tools/walkthrough/05-cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/06-customize-prompt/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/06-customize-prompt/src/cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/06-customize-prompt/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/07-context-window/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/07-context-window/src/cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/07-context-window/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/07-context-window/walkthrough/07-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/07-context-window/walkthrough/07b-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
  type CalculatorTool (line 34) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 36) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 74) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/08-api-endpoints/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
  type CalculatorTool (line 34) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 36) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 74) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/08-api-endpoints/src/cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/08-api-endpoints/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/09-state-management/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
  type CalculatorTool (line 34) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 36) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 74) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/09-state-management/src/cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/09-state-management/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/09-state-management/walkthrough/09-state.ts
  class ThreadStore (line 7) | class ThreadStore {
    method create (line 10) | create(thread: Thread): string {
    method get (line 16) | get(id: string): Thread | undefined {
    method update (line 20) | update(id: string, thread: Thread): void {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/10-human-approval/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
  type CalculatorTool (line 34) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 36) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 74) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/10-human-approval/src/cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/10-human-approval/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/10-human-approval/src/state.ts
  class ThreadStore (line 7) | class ThreadStore {
    method create (line 10) | create(thread: Thread): string {
    method get (line 16) | get(id: string): Thread | undefined {
    method update (line 20) | update(id: string, thread: Thread): void {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/10-human-approval/walkthrough/10-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
    method awaitingHumanResponse (line 33) | awaitingHumanResponse(): boolean {
    method awaitingHumanApproval (line 38) | awaitingHumanApproval(): boolean {
  type CalculatorTool (line 44) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 46) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 84) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/10-human-approval/walkthrough/10-server.ts
  type ApprovalPayload (line 46) | type ApprovalPayload = {
  type ResponsePayload (line 52) | type ResponsePayload = {
  type Payload (line 57) | type Payload = ApprovalPayload | ResponsePayload;

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/11-humanlayer-approval/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
    method trimLeadingWhitespace (line 19) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 23) | serializeOneEvent(e: Event) {
    method awaitingHumanResponse (line 33) | awaitingHumanResponse(): boolean {
    method awaitingHumanApproval (line 38) | awaitingHumanApproval(): boolean {
  type CalculatorTool (line 44) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 46) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 84) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/11-humanlayer-approval/src/cli.ts
  function cli (line 7) | async function cli() {
  function askHuman (line 39) | async function askHuman(message: string) {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/11-humanlayer-approval/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/11-humanlayer-approval/src/server.ts
  type ApprovalPayload (line 46) | type ApprovalPayload = {
  type ResponsePayload (line 52) | type ResponsePayload = {
  type Payload (line 57) | type Payload = ApprovalPayload | ResponsePayload;

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/11-humanlayer-approval/src/state.ts
  class ThreadStore (line 7) | class ThreadStore {
    method create (line 10) | create(thread: Thread): string {
    method get (line 16) | get(id: string): Thread | undefined {
    method update (line 20) | update(id: string, thread: Thread): void {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/11-humanlayer-approval/walkthrough/11-cli.ts
  function cli (line 6) | async function cli() {
  function askHuman (line 38) | async function askHuman(lastEvent: Event): Promise<Event> {
  function askHumanCLI (line 46) | async function askHumanCLI(message: string): Promise<Event> {
  function askHumanEmail (line 59) | async function askHumanEmail(lastEvent: Event): Promise<Event> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/11-humanlayer-approval/walkthrough/11b-cli.ts
  function cli (line 6) | async function cli() {
  function askHuman (line 38) | async function askHuman(lastEvent: Event): Promise<Event> {
  function askHumanCLI (line 46) | async function askHumanCLI(message: string): Promise<Event> {
  function askHumanEmail (line 59) | async function askHumanEmail(lastEvent: Event): Promise<Event> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/agents-workshop/11-humanlayer-approval/walkthrough/11c-cli.ts
  function cli (line 6) | async function cli() {
  function askHuman (line 38) | async function askHuman(lastEvent: Event): Promise<Event> {
  function askHumanCLI (line 46) | async function askHumanCLI(message: string): Promise<Event> {
  function askHumanEmail (line 59) | async function askHumanEmail(lastEvent: Event): Promise<Event> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/morning/hello.py
  function main (line 1) | def main():

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/00-hello-world/walkthrough/00-index.ts
  function hello (line 1) | async function hello(): Promise<void> {
  function main (line 5) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/00a-python-setup/final/hello.py
  function main (line 1) | def main():

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/01-cli-and-agent/src/agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/01-cli-and-agent/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/01-cli-and-agent/src/index.ts
  function hello (line 1) | async function hello(): Promise<void> {
  function main (line 5) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/01-cli-and-agent/walkthrough/01-agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/01-cli-and-agent/walkthrough/01-cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/01-cli-and-agent/walkthrough/01-index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/01a-cli-and-agent-localmodels/src/agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/01a-cli-and-agent-localmodels/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/01a-cli-and-agent-localmodels/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/02-calculator-tools/src/agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/02-calculator-tools/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/02-calculator-tools/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/03-tool-loop/src/agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<AgentResponse> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/03-tool-loop/src/cli.ts
  function cli (line 5) | async function cli() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/03-tool-loop/src/index.ts
  function hello (line 3) | async function hello(): Promise<void> {
  function main (line 7) | async function main() {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/03-tool-loop/walkthrough/03-agent.ts
  type AgentResponse (line 4) | type AgentResponse = Awaited<ReturnType<typeof b.DetermineNextStep>>;
  type Event (line 6) | interface Event {
  class Thread (line 11) | class Thread {
    method constructor (line 14) | constructor(events: Event[]) {
    method serializeForLLM (line 18) | serializeForLLM() {
  function agentLoop (line 27) | async function agentLoop(thread: Thread): Promise<string> {

FILE: 2025-05-17-workshop-sf-twelve-factor-agents/pre-requisites/03-tool-loop/walkthrough/03b-agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 11) | constructor(events: Event[]) {
    method serializeForLLM (line 15) | serializeForLLM() {
  type CalculatorTool (line 22) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 24) | async function handleNextStep(nextStep: CalculatorTool, thread: Thread):...
  function agentLoop (line 62) | async function agentLoop(thread: Thread): Promise<string> {

FILE: 2025-05-20-policies-to-prompts/datasets.py
  function download_file (line 11) | def download_file(url: str, output_path: Path) -> bool:
  function extract_tar (line 30) | def extract_tar(tar_path: Path, extract_path: Path) -> bool:
  function convert_pdf_to_text (line 45) | def convert_pdf_to_text(pdf_path: Path, text_path: Path) -> bool:
  function main (line 74) | def main():

FILE: 2025-05-20-policies-to-prompts/pipeline.py
  function mentions_gift (line 15) | def mentions_gift(email: str) -> bool:
  function read_one_email (line 18) | def read_one_email(path: Path) -> str:
  function check_gift_email (line 23) | async def check_gift_email(email: str) -> GiftEmailAnalysis | Literal[Fa...
  function load_emails_from_dir (line 38) | def load_emails_from_dir(path: Path) -> list[str]:
  function check_emails (line 48) | async def check_emails(emails: list[str]):

FILE: 2025-05-20-policies-to-prompts/questions.py
  function chunk_document (line 10) | def chunk_document(text: str, num_chunks: int = 5) -> list[str]:
  function process_chunk (line 20) | async def process_chunk(chunk: str, chunk_index: int) -> list[Question]:
  function extract_questions (line 40) | async def extract_questions(document: Path) -> None:

FILE: 2025-05-20-policies-to-prompts/test_pipeline.py
  function test_pipeline (line 14) | async def test_pipeline(test_case):

FILE: 2025-05-27-mcp-with-10000-tools/parse_json_schema.py
  class SchemaAdder (line 9) | class SchemaAdder:
    method __init__ (line 10) | def __init__(self, tb: TypeBuilder, schema: Dict[str, Any]):
    method _parse_object (line 15) | def _parse_object(self, json_schema: Dict[str, Any]) -> FieldType:
    method _parse_string (line 61) | def _parse_string(self, json_schema: Dict[str, Any]) -> FieldType:
    method _load_ref (line 76) | def _load_ref(self, ref: str) -> FieldType:
    method parse (line 88) | def parse(self, json_schema: Dict[str, Any]) -> FieldType:
  function parse_json_schema (line 125) | def parse_json_schema(json_schema: Dict[str, Any], tb: TypeBuilder) -> F...
  function parse_tools (line 129) | def parse_tools(scheme_file_path: str, tb: TypeBuilder) -> Dict[str, tup...

FILE: 2025-05-27-mcp-with-10000-tools/tools.py
  function load_tools (line 14) | async def load_tools(query: str, tool_file_path: str) -> TypeBuilder:
  function embed (line 24) | async def embed(text: str) -> list[float]:
  function _narrow_down_categories (line 31) | async def _narrow_down_categories(text: str, tools: list[tuple[FieldType...
  function narrow_tools (line 46) | def narrow_tools(query: str, tools: list[FieldType]) -> list[FieldType]:
  function sort_actions (line 49) | def sort_actions(actions: list[Actions | HumanMessage]) -> list[Actions ...
  function dosomething (line 52) | async def dosomething():

FILE: 2025-06-03-humans-as-tools-async/src/agent.ts
  type Event (line 3) | interface Event {
  class Thread (line 8) | class Thread {
    method constructor (line 16) | constructor(events: Event[]) {
    method serializeForLLM (line 20) | serializeForLLM() {
    method trimLeadingWhitespace (line 24) | trimLeadingWhitespace(s: string) {
    method serializeOneEvent (line 28) | serializeOneEvent(e: Event) {
    method awaitingHumanResponse (line 38) | awaitingHumanResponse(): boolean {
    method awaitingHumanApproval (line 43) | awaitingHumanApproval(): boolean {
    method lastEvent (line 48) | lastEvent(): Event {
  type CalculatorTool (line 53) | type CalculatorTool = AddTool | SubtractTool | MultiplyTool | DivideTool;
  function handleNextStep (line 55) | async function handleNextStep(nextStep: CalculatorTool | ProcessRefund, ...
  function agentLoop (line 99) | async function agentLoop(thread: Thread): Promise<Thread> {

FILE: 2025-06-03-humans-as-tools-async/src/cli.ts
  function cliOuterLoop (line 10) | async function cliOuterLoop(message: string) {
  function cli (line 42) | async function cli() {
  function askManager (line 51) | async function askManager(lastEvent: Event): Promise<Approval> {
  function askHumanCLI (line 92) | async function askHumanCLI(lastEvent: Event): Promise<Event> {
  type Approval (line 131) | type Approval = {
  function messageCLI (line 137) | async function messageCLI(message: string): Promise<string> {
  function approveCLI (line 151) | async function approveCLI(message: string): Promise<Approval> {

FILE: 2025-06-03-humans-as-tools-async/src/index.ts
  function main (line 3) | async function main() {

FILE: 2025-06-03-humans-as-tools-async/src/server.ts
  type V1Beta3ConversationCreated (line 13) | type V1Beta3ConversationCreated = {
  type CompletedHumanContact (line 23) | type CompletedHumanContact = HumanContact & {
  type V1Veta3HumanContactCompleted (line 29) | type V1Veta3HumanContactCompleted = {
  type Approved (line 37) | type Approved = {status: {approved: true}}
  type Rejected (line 38) | type Rejected = {status: {approved: false; comment: string}}
  type CompletedFunctionCall (line 40) | type CompletedFunctionCall = FunctionCall & (Approved | Rejected)
  type V1Beta3FunctionCallCompleted (line 42) | type V1Beta3FunctionCallCompleted = {
  type V1Beta3Event (line 50) | type V1Beta3Event = V1Beta3ConversationCreated | V1Veta3HumanContactComp...

FILE: 2025-06-03-humans-as-tools-async/src/state.ts
  type ThreadStore (line 7) | interface ThreadStore {
  class FileSystemThreadStore (line 15) | class FileSystemThreadStore implements ThreadStore {
    method constructor (line 18) | constructor() {
    method create (line 22) | async create(thread: Thread): Promise<string> {
    method get (line 34) | async get(id: string): Promise<Thread | undefined> {
    method update (line 41) | async update(id: string, thread: Thread): Promise<void> {

FILE: 2025-06-10-cracking-the-prompting-interview/hello.py
  function main (line 4) | def main():

FILE: 2025-06-17-entity-extraction/hello.py
  function load_companies (line 6) | def load_companies():
  function pick_potential_company (line 16) | def pick_potential_company(content: str) -> str | None:
  function valid_company (line 23) | def valid_company(company: Company) -> Company | None:
  function main (line 45) | def main(content: str):

FILE: 2025-06-24-ai-content-pipeline/backend/ai_generator.py
  class AIGenerationError (line 9) | class AIGenerationError(Exception):
  class AIGenerator (line 13) | class AIGenerator:
    method __init__ (line 14) | def __init__(self):
    method summarize_video (line 17) | async def summarize_video(self, transcript: str, title: Optional[str] ...
    method generate_email_draft (line 38) | async def generate_email_draft(self, summary: VideoSummary, transcript...
    method generate_twitter_thread (line 60) | async def generate_twitter_thread(self, summary: VideoSummary, video_t...
    method generate_linkedin_post (line 81) | async def generate_linkedin_post(self, summary: VideoSummary, video_ti...
    method generate_all_content (line 102) | async def generate_all_content(self, transcript: str, video_title: Opt...
  function summarize_video (line 157) | async def summarize_video(transcript: str, title: Optional[str] = None) ...
  function generate_email_draft (line 161) | async def generate_email_draft(summary: VideoSummary, transcript: Option...
  function generate_twitter_thread (line 165) | async def generate_twitter_thread(summary: VideoSummary, video_title: Op...
  function generate_linkedin_post (line 169) | async def generate_linkedin_post(summary: VideoSummary, video_title: Opt...
  function generate_all_content (line 173) | async def generate_all_content(transcript: str, video_title: Optional[st...

FILE: 2025-06-24-ai-content-pipeline/backend/auth.py
  class OAuthManager (line 13) | class OAuthManager:
    method __init__ (line 16) | def __init__(self):
    method validate_env_variables (line 28) | def validate_env_variables(self) -> Dict[str, bool]:
    method get_google_auth_url (line 38) | def get_google_auth_url(self, redirect_uri: str) -> str:
    method exchange_google_code (line 52) | def exchange_google_code(self, code: str, redirect_uri: str) -> Creden...
    method save_google_credentials (line 66) | def save_google_credentials(self, credentials: Credentials) -> bool:
    method load_google_credentials (line 79) | def load_google_credentials(self) -> Optional[Credentials]:
    method get_youtube_service (line 100) | def get_youtube_service(self):
    method validate_zoom_credentials (line 109) | def validate_zoom_credentials(self) -> bool:
    method get_zoom_auth_headers (line 113) | def get_zoom_auth_headers(self) -> Dict[str, str]:
    method get_oauth_status (line 125) | def get_oauth_status(self) -> Dict[str, Any]:

FILE: 2025-06-24-ai-content-pipeline/backend/baml_wrapper.py
  function get_baml_client (line 3) | def get_baml_client():

FILE: 2025-06-24-ai-content-pipeline/backend/database.py
  class SupabaseDatabase (line 9) | class SupabaseDatabase:
    method __init__ (line 10) | def __init__(self):
    method create_video (line 32) | async def create_video(self, video: Video) -> None:
    method get_video (line 56) | async def get_video(self, video_id: str) -> Optional[Video]:
    method update_video (line 81) | async def update_video(self, video_id: str, updates: Dict[str, Any]) -...
    method get_drafts_by_video (line 103) | async def get_drafts_by_video(self, video_id: str) -> List[Draft]:
    method create_draft (line 138) | async def create_draft(self, draft: Draft) -> None:
    method get_draft (line 158) | async def get_draft(self, draft_id: str) -> Optional[Draft]:
    method delete_draft (line 193) | async def delete_draft(self, draft_id: str) -> None:
    method delete_drafts_by_video (line 204) | async def delete_drafts_by_video(self, video_id: str) -> None:
    method update_draft_field (line 218) | async def update_draft_field(self, draft_id: str, field_name: str, con...
    method create_feedback (line 235) | async def create_feedback(self, feedback: Feedback) -> None:

FILE: 2025-06-24-ai-content-pipeline/backend/hello.py
  function main (line 1) | def main():

FILE: 2025-06-24-ai-content-pipeline/backend/job_processor.py
  class JobStatus (line 12) | class JobStatus(Enum):
  class Job (line 19) | class Job:
  class JobProcessor (line 31) | class JobProcessor:
    method __init__ (line 32) | def __init__(self):
    method register_task (line 39) | def register_task(self, task_name: str, task_func: Callable):
    method create_job (line 44) | def create_job(self, task_name: str, params: Dict[str, Any]) -> str:
    method get_job (line 71) | def get_job(self, job_id: str) -> Optional[Job]:
    method get_all_jobs (line 75) | def get_all_jobs(self) -> List[Job]:
    method get_jobs_by_status (line 79) | def get_jobs_by_status(self, status: JobStatus) -> List[Job]:
    method _process_queue (line 83) | async def _process_queue(self):
    method _process_job (line 111) | async def _process_job(self, job: Job):
    method get_job_status (line 147) | def get_job_status(self, job_id: str) -> Dict[str, Any]:
    method get_queue_status (line 165) | def get_queue_status(self) -> Dict[str, Any]:
    method process_pending_jobs (line 177) | async def process_pending_jobs(self):
  function process_video_task (line 186) | async def process_video_task(meeting_id: str) -> Dict[str, Any]:
  function create_video_processing_job (line 219) | def create_video_processing_job(meeting_id: str) -> str:
  function get_job_status (line 223) | def get_job_status(job_id: str) -> Dict[str, Any]:
  function get_queue_status (line 227) | def get_queue_status() -> Dict[str, Any]:

FILE: 2025-06-24-ai-content-pipeline/backend/main.py
  function root (line 44) | async def root():
  function import_video (line 48) | async def import_video(request: VideoImportRequest, background_tasks: Ba...
  function complete_video_processing_pipeline (line 74) | async def complete_video_processing_pipeline(video_id: str, zoom_meeting...
  function get_video (line 108) | async def get_video(video_id: str):
  function trigger_summarize (line 124) | async def trigger_summarize(video_id: str, background_tasks: BackgroundT...
  function process_video_summary (line 150) | async def process_video_summary(video_id: str, transcript: str, title: O...
  function get_summary (line 320) | async def get_summary(video_id: str):
  function get_transcript (line 335) | async def get_transcript(video_id: str):
  function list_drafts (line 353) | async def list_drafts(video_id: str):
  function save_drafts (line 369) | async def save_drafts(video_id: str, request: DraftUpdateRequest):
  function add_feedback (line 406) | async def add_feedback(draft_id: str, request: FeedbackRequest):
  function refine_content (line 431) | async def refine_content(video_id: str, request: ContentRefinementReques...
  function refine_content_background_task (line 509) | async def refine_content_background_task(
  function generate_video_title (line 618) | async def generate_video_title(video_id: str, background_tasks: Backgrou...
  function update_video_title (line 641) | async def update_video_title(video_id: str, request: TitleUpdateRequest):
  function generate_title_background_task (line 663) | async def generate_title_background_task(video_id: str):
  function test_supabase (line 715) | async def test_supabase():
  function test_zoom (line 735) | async def test_zoom():
  function get_zoom_recordings (line 758) | async def get_zoom_recordings(

FILE: 2025-06-24-ai-content-pipeline/backend/migrations/add_processing_stage.sql
  type idx_videos_processing_stage (line 16) | CREATE INDEX IF NOT EXISTS idx_videos_processing_stage ON videos(process...

FILE: 2025-06-24-ai-content-pipeline/backend/migrations/add_structured_content.sql
  type idx_drafts_email_draft (line 12) | CREATE INDEX IF NOT EXISTS idx_drafts_email_draft ON drafts USING GIN (e...
  type idx_drafts_x_draft (line 13) | CREATE INDEX IF NOT EXISTS idx_drafts_x_draft ON drafts USING GIN (x_draft)
  type idx_drafts_linkedin_draft (line 14) | CREATE INDEX IF NOT EXISTS idx_drafts_linkedin_draft ON drafts USING GIN...

FILE: 2025-06-24-ai-content-pipeline/backend/migrations/add_summary_json.sql
  type idx_videos_summary (line 5) | CREATE INDEX IF NOT EXISTS idx_videos_summary ON videos USING GIN (summary)

FILE: 2025-06-24-ai-content-pipeline/backend/models.py
  class VideoImportRequest (line 7) | class VideoImportRequest(BaseModel):
  class EmailDraftContent (line 12) | class EmailDraftContent(BaseModel):
  class XDraftContent (line 17) | class XDraftContent(BaseModel):
  class LinkedInDraftContent (line 21) | class LinkedInDraftContent(BaseModel):
  class DraftUpdateRequest (line 25) | class DraftUpdateRequest(BaseModel):
  class FeedbackRequest (line 31) | class FeedbackRequest(BaseModel):
  class ContentRefinementRequest (line 34) | class ContentRefinementRequest(BaseModel):
  class TitleUpdateRequest (line 39) | class TitleUpdateRequest(BaseModel):
  class Video (line 44) | class Video(BaseModel):
  class Draft (line 58) | class Draft(BaseModel):
  class Feedback (line 68) | class Feedback(BaseModel):
  class ZoomRecording (line 76) | class ZoomRecording(BaseModel):
  class VideoImportResponse (line 91) | class VideoImportResponse(BaseModel):
  class VideoResponse (line 96) | class VideoResponse(BaseModel):
  class SummaryResponse (line 101) | class SummaryResponse(BaseModel):
  class DraftsListResponse (line 105) | class DraftsListResponse(BaseModel):
  class DraftSaveResponse (line 109) | class DraftSaveResponse(BaseModel):
  class FeedbackResponse (line 114) | class FeedbackResponse(BaseModel):
  class StatusResponse (line 119) | class StatusResponse(BaseModel):
  class TranscriptResponse (line 123) | class TranscriptResponse(BaseModel):
  class ZoomRecordingsResponse (line 127) | class ZoomRecordingsResponse(BaseModel):
  class ZoomMeetingRecordings (line 133) | class ZoomMeetingRecordings(BaseModel):
  class ZoomMeetingsResponse (line 141) | class ZoomMeetingsResponse(BaseModel):

FILE: 2025-06-24-ai-content-pipeline/backend/oauth_setup.py
  function check_environment (line 32) | def check_environment():
  function get_authenticated_youtube_service (line 53) | def get_authenticated_youtube_service():
  function test_youtube_connection (line 107) | def test_youtube_connection(youtube):
  function setup_zoom_oauth (line 131) | def setup_zoom_oauth():
  function test_zoom_connection (line 173) | def test_zoom_connection():
  function test_google_auth (line 208) | def test_google_auth():
  function test_zoom_auth (line 223) | def test_zoom_auth():
  function create_sample_upload_request (line 227) | def create_sample_upload_request(youtube):
  function main (line 252) | def main():

FILE: 2025-06-24-ai-content-pipeline/backend/oauth_setup_claude.py
  function check_environment (line 17) | def check_environment():
  function check_credential_files (line 38) | def check_credential_files():
  function setup_google_oauth (line 68) | def setup_google_oauth():
  function setup_zoom_oauth (line 145) | def setup_zoom_oauth():
  function test_google_auth (line 195) | def test_google_auth():
  function test_zoom_auth (line 234) | def test_zoom_auth():
  function cleanup_invalid_tokens (line 262) | def cleanup_invalid_tokens():
  function main (line 297) | def main():

FILE: 2025-06-24-ai-content-pipeline/backend/run_migration.py
  function run_migration (line 13) | def run_migration():

FILE: 2025-06-24-ai-content-pipeline/backend/schema.sql
  type videos (line 8) | CREATE TABLE IF NOT EXISTS videos (
  type drafts (line 22) | CREATE TABLE IF NOT EXISTS drafts (
  type feedback (line 33) | CREATE TABLE IF NOT EXISTS feedback (
  type idx_videos_zoom_meeting_id (line 41) | CREATE INDEX IF NOT EXISTS idx_videos_zoom_meeting_id ON videos(zoom_mee...
  type idx_videos_status (line 42) | CREATE INDEX IF NOT EXISTS idx_videos_status ON videos(status)
  type idx_videos_processing_stage (line 43) | CREATE INDEX IF NOT EXISTS idx_videos_processing_stage ON videos(process...
  type idx_drafts_video_id (line 44) | CREATE INDEX IF NOT EXISTS idx_drafts_video_id ON drafts(video_id)
  type idx_drafts_created_at (line 45) | CREATE INDEX IF NOT EXISTS idx_drafts_created_at ON drafts(created_at DESC)
  type idx_feedback_draft_id (line 46) | CREATE INDEX IF NOT EXISTS idx_feedback_draft_id ON feedback(draft_id)

FILE: 2025-06-24-ai-content-pipeline/backend/setup_supabase.py
  function main (line 12) | def main():

FILE: 2025-06-24-ai-content-pipeline/backend/test_baml_integration.py
  function test_baml_summarize (line 9) | def test_baml_summarize():

FILE: 2025-06-24-ai-content-pipeline/backend/test_zoom_recordings.py
  function get_zoom_access_token (line 7) | def get_zoom_access_token():
  function get_recordings (line 16) | def get_recordings(meeting_id, access_token):
  function main (line 26) | def main():

FILE: 2025-06-24-ai-content-pipeline/backend/video_processor.py
  class VideoProcessor (line 19) | class VideoProcessor:
    method __init__ (line 20) | def __init__(self):
    method _setup_cache_directory (line 24) | def _setup_cache_directory(self) -> str:
    method _get_cache_filename (line 32) | def _get_cache_filename(self, zoom_meeting_id: str, recording_id: str)...
    method _load_youtube_credentials (line 39) | def _load_youtube_credentials(self) -> Optional[Credentials]:
    method process_video (line 77) | async def process_video(self, video_id: str, zoom_meeting_id: str):
    method _download_zoom_recording (line 124) | async def _download_zoom_recording(self, zoom_meeting_id: str) -> str:
    method _get_transcript (line 228) | async def _get_transcript(self, zoom_meeting_id: str) -> Optional[str]:
    method _upload_to_youtube (line 242) | async def _upload_to_youtube(self, video_file_path: str, zoom_meeting_...

FILE: 2025-06-24-ai-content-pipeline/backend/zoom_client.py
  class ZoomClient (line 12) | class ZoomClient:
    method __init__ (line 13) | def __init__(self):
    method _get_access_token (line 17) | def _get_access_token(self) -> str:
    method _get_new_token (line 32) | def _get_new_token(self) -> str:
    method _make_request (line 59) | def _make_request(self, method: str, endpoint: str, params: Optional[D...
    method get_recordings (line 92) | def get_recordings(self, user_id: str = "me", from_date: Optional[str]...
    method get_recording_details (line 137) | def get_recording_details(self, meeting_id: str, recording_id: str) ->...
    method get_transcript (line 159) | def get_transcript(self, meeting_id: str) -> Optional[str]:
    method _get_chat_transcript (line 200) | def _get_chat_transcript(self, meeting_id: str, recording_id: str) -> ...

FILE: 2025-06-24-ai-content-pipeline/frontend/src/app/layout.tsx
  function RootLayout (line 18) | function RootLayout({

FILE: 2025-06-24-ai-content-pipeline/frontend/src/app/page.tsx
  type FilterType (line 7) | type FilterType = "all" | "processing" | "ready" | "failed"
  function HomePage (line 9) | function HomePage() {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/app/videos/[id]/page.tsx
  function VideoDetailPage (line 21) | function VideoDetailPage() {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/TranscriptViewer.tsx
  type TranscriptViewerProps (line 8) | interface TranscriptViewerProps {
  function TranscriptViewer (line 12) | function TranscriptViewer({ videoId }: TranscriptViewerProps) {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/VideoImportForm.tsx
  function VideoImportForm (line 9) | function VideoImportForm() {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/VideoList.tsx
  function VideoList (line 8) | function VideoList() {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/ZoomRecordingsList.tsx
  function getLast3MonthsRange (line 8) | function getLast3MonthsRange() {
  function ZoomRecordingsList (line 18) | function ZoomRecordingsList() {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/home/video-list.tsx
  type FilterType (line 18) | type FilterType = "all" | "processing" | "ready" | "failed"
  type VideoListProps (line 20) | interface VideoListProps {
  function VideoList (line 24) | function VideoList({ filter = "all" }: VideoListProps) {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/home/zoom-recordings-list.tsx
  type ZoomRecording (line 17) | interface ZoomRecording {
  type ZoomMeetingRecording (line 31) | interface ZoomMeetingRecording {
  function getLastNMonthsRange (line 39) | function getLastNMonthsRange(months: number) {
  function ZoomRecordingsList (line 49) | function ZoomRecordingsList() {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/shared/empty-state.tsx
  type EmptyStateProps (line 5) | interface EmptyStateProps {
  function EmptyState (line 13) | function EmptyState({ Icon = Inbox, title, description, action, classNam...

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/shared/error-message.tsx
  type ErrorMessageProps (line 8) | interface ErrorMessageProps {
  function ErrorMessage (line 15) | function ErrorMessage({ title = "An Error Occurred", message, onRetry, c...

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/shared/loading-indicator.tsx
  type LoadingIndicatorProps (line 4) | interface LoadingIndicatorProps {
  function LoadingIndicator (line 11) | function LoadingIndicator({

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/shared/youtube-embed.tsx
  type YouTubeEmbedProps (line 5) | interface YouTubeEmbedProps {
  function extractVideoId (line 12) | function extractVideoId(url: string): string | null {
  function YouTubeEmbed (line 28) | function YouTubeEmbed({ url, className, title = "YouTube Video", size = ...

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/theme-provider.tsx
  function ThemeProvider (line 6) | function ThemeProvider({

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/ui/alert.tsx
  function Alert (line 22) | function Alert({
  function AlertTitle (line 37) | function AlertTitle({ className, ...props }: React.ComponentProps<"div">) {
  function AlertDescription (line 50) | function AlertDescription({

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/ui/badge.tsx
  function Badge (line 28) | function Badge({

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/ui/button.tsx
  function Button (line 38) | function Button({

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/ui/card.tsx
  function Card (line 5) | function Card({ className, ...props }: React.ComponentProps<"div">) {
  function CardHeader (line 18) | function CardHeader({ className, ...props }: React.ComponentProps<"div">) {
  function CardTitle (line 31) | function CardTitle({ className, ...props }: React.ComponentProps<"div">) {
  function CardDescription (line 41) | function CardDescription({ className, ...props }: React.ComponentProps<"...
  function CardAction (line 51) | function CardAction({ className, ...props }: React.ComponentProps<"div">) {
  function CardContent (line 64) | function CardContent({ className, ...props }: React.ComponentProps<"div"...
  function CardFooter (line 74) | function CardFooter({ className, ...props }: React.ComponentProps<"div">) {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/ui/dialog.tsx
  function Dialog (line 9) | function Dialog({
  function DialogTrigger (line 15) | function DialogTrigger({
  function DialogPortal (line 21) | function DialogPortal({
  function DialogClose (line 27) | function DialogClose({
  function DialogOverlay (line 33) | function DialogOverlay({
  function DialogContent (line 49) | function DialogContent({
  function DialogHeader (line 83) | function DialogHeader({ className, ...props }: React.ComponentProps<"div...
  function DialogFooter (line 93) | function DialogFooter({ className, ...props }: React.ComponentProps<"div...
  function DialogTitle (line 106) | function DialogTitle({
  function DialogDescription (line 119) | function DialogDescription({

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/ui/input.tsx
  type InputProps (line 5) | interface InputProps

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/ui/scroll-area.tsx
  function ScrollArea (line 8) | function ScrollArea({
  function ScrollBar (line 31) | function ScrollBar({

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/ui/separator.tsx
  function Separator (line 8) | function Separator({

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/ui/tabs.tsx
  function Tabs (line 8) | function Tabs({
  function TabsList (line 21) | function TabsList({
  function TabsTrigger (line 37) | function TabsTrigger({
  function TabsContent (line 53) | function TabsContent({

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/ui/textarea.tsx
  function Textarea (line 5) | function Textarea({ className, ...props }: React.ComponentProps<"textare...

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/video/draft-editor.tsx
  type DraftEditorProps (line 29) | interface DraftEditorProps {
  type CurrentDraftState (line 35) | interface CurrentDraftState {
  function DraftEditor (line 41) | function DraftEditor({ videoId }: DraftEditorProps) {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/video/email-preview.tsx
  type EmailPreviewProps (line 10) | interface EmailPreviewProps {
  function EmailPreview (line 18) | function EmailPreview({ draft, onChange, onRefine, className, readOnly =...

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/video/linkedin-preview.tsx
  type LinkedInDraft (line 10) | type LinkedInDraft = LinkedInPost
  type LinkedInPreviewProps (line 12) | interface LinkedInPreviewProps {
  function LinkedInPreview (line 19) | function LinkedInPreview({ draft, onChange, className, readOnly = false ...

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/video/transcript-viewer.tsx
  type TranscriptViewerProps (line 13) | interface TranscriptViewerProps {
  function TranscriptViewer (line 18) | function TranscriptViewer({ videoId, initialTranscript }: TranscriptView...

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/video/x-preview.tsx
  type XDraft (line 10) | type XDraft = TwitterThread
  type XPreviewProps (line 12) | interface XPreviewProps {
  function XPreview (line 19) | function XPreview({ draft, onChange, className, readOnly = false }: XPre...

FILE: 2025-06-24-ai-content-pipeline/frontend/src/components/zoom/zoom-recordings-list.tsx
  type ZoomRecordingFile (line 17) | interface ZoomRecordingFile {
  type ZoomMeetingRecording (line 24) | interface ZoomMeetingRecording {
  function getLastNMonthsRange (line 35) | function getLastNMonthsRange(months: number) {
  function ZoomRecordingsList (line 45) | function ZoomRecordingsList() {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/lib/api.ts
  constant API_BASE_URL (line 1) | const API_BASE_URL = process.env.NEXT_PUBLIC_API_URL || 'http://localhos...
  type VideoImportRequest (line 3) | interface VideoImportRequest {
  type DraftUpdateRequest (line 7) | interface DraftUpdateRequest {
  type FeedbackRequest (line 13) | interface FeedbackRequest {
  type ZoomRecording (line 17) | interface ZoomRecording {
  type ZoomMeetingRecordings (line 31) | interface ZoomMeetingRecordings {
  type ZoomMeetingsResponse (line 39) | interface ZoomMeetingsResponse {
  method importVideo (line 46) | async importVideo(request: VideoImportRequest) {
  method getZoomRecordings (line 56) | async getZoomRecordings(params?: {
  method summarizeVideo (line 72) | async summarizeVideo(videoId: string): Promise<void> {
  method saveDraft (line 83) | async saveDraft(videoId: string, draft: DraftUpdateRequest) {
  method addFeedback (line 93) | async addFeedback(draftId: string, feedback: FeedbackRequest) {
  method getTranscript (line 102) | async getTranscript(videoId: string): Promise<string> {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/lib/apiClient.ts
  constant API_BASE_URL (line 3) | const API_BASE_URL = process.env.NEXT_PUBLIC_API_URL || "http://localhos...
  type XDraft (line 6) | type XDraft = TwitterThread
  type LinkedInDraft (line 7) | type LinkedInDraft = LinkedInPost
  type DraftContent (line 9) | interface DraftContent {
  function handleResponse (line 15) | async function handleResponse<T>(response: Response): Promise<T> {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/lib/supabase.ts
  type Video (line 27) | interface Video {
  type XDraft (line 41) | type XDraft = TwitterThread
  type LinkedInDraft (line 42) | type LinkedInDraft = LinkedInPost
  type Draft (line 44) | interface Draft {

FILE: 2025-06-24-ai-content-pipeline/frontend/src/lib/utils.ts
  function cn (line 4) | function cn(...inputs: ClassValue[]) {

FILE: 2025-07-01-ai-content-pipeline-2/backend/auth.py
  class OAuthManager (line 17) | class OAuthManager:
    method __init__ (line 20) | def __init__(self):
    method validate_env_variables (line 32) | def validate_env_variables(self) -> Dict[str, bool]:
    method get_google_auth_url (line 42) | def get_google_auth_url(self, redirect_uri: str) -> str:
    method exchange_google_code (line 55) | def exchange_google_code(self, code: str, redirect_uri: str) -> Creden...
    method save_google_credentials (line 68) | def save_google_credentials(self, credentials: Credentials) -> bool:
    method load_google_credentials (line 81) | def load_google_credentials(self) -> Optional[Credentials]:
    method get_youtube_service (line 104) | def get_youtube_service(self):
    method validate_zoom_credentials (line 113) | def validate_zoom_credentials(self) -> bool:
    method get_zoom_auth_headers (line 117) | def get_zoom_auth_headers(self) -> Dict[str, str]:
    method get_oauth_status (line 129) | def get_oauth_status(self) -> Dict[str, Any]:

FILE: 2025-07-01-ai-content-pipeline-2/backend/baml_wrapper.py
  function get_baml_client (line 4) | def get_baml_client():

FILE: 2025-07-01-ai-content-pipeline-2/backend/database.py
  class SupabaseDatabase (line 12) | class SupabaseDatabase:
    method __init__ (line 13) | def __init__(self):
    method create_video (line 39) | async def create_video(self, video: Video) -> None:
    method get_video (line 63) | async def get_video(self, video_id: str) -> Optional[Video]:
    method update_video (line 88) | async def update_video(self, video_id: str, updates: Dict[str, Any]) -...
    method get_drafts_by_video (line 112) | async def get_drafts_by_video(self, video_id: str) -> List[Draft]:
    method create_draft (line 155) | async def create_draft(self, draft: Draft) -> None:
    method get_draft (line 179) | async def get_draft(self, draft_id: str) -> Optional[Draft]:
    method delete_draft (line 214) | async def delete_draft(self, draft_id: str) -> None:
    method delete_drafts_by_video (line 225) | async def delete_drafts_by_video(self, video_id: str) -> None:
    method update_draft_field (line 242) | async def update_draft_field(
    method create_feedback (line 265) | async def create_feedback(self, feedback: Feedback) -> None:

FILE: 2025-07-01-ai-content-pipeline-2/backend/github_pr_service.py
  function get_episode_repo_path (line 14) | async def get_episode_repo_path(
  class GitHubPRService (line 90) | class GitHubPRService:
    method __init__ (line 91) | def __init__(self):
    method create_content_pr (line 100) | async def create_content_pr(
    method _generate_episode_readme (line 213) | async def _generate_episode_readme(
    method _generate_root_readme (line 265) | async def _generate_root_readme(

FILE: 2025-07-01-ai-content-pipeline-2/backend/hello.py
  function main (line 1) | def main():

FILE: 2025-07-01-ai-content-pipeline-2/backend/luma_client.py
  class LumaClient (line 11) | class LumaClient:
    method __init__ (line 12) | def __init__(self):
    method get_event_for_zoom_meeting (line 19) | def get_event_for_zoom_meeting(self, zoom_meeting_id: str) -> Optional...
    method _get_recent_past_events (line 92) | def _get_recent_past_events(self, limit: int = 10) -> List[LumaEvent]:
    method _get_event_by_zoom_date_and_url (line 187) | def _get_event_by_zoom_date_and_url(
    method fetch_next_upcoming_event (line 316) | async def fetch_next_upcoming_event(self) -> Optional[LumaEvent]:

FILE: 2025-07-01-ai-content-pipeline-2/backend/main.py
  class NextEventCache (line 65) | class NextEventCache:
    method __init__ (line 66) | def __init__(self, ttl_hours: int = 6):
    method get (line 75) | async def get(self) -> Optional[Dict]:
    method set (line 97) | async def set(self, data: Dict):
    method clear (line 107) | async def clear(self):
  function root (line 124) | async def root():
  function get_recent_luma_events (line 129) | async def get_recent_luma_events():
  function clear_luma_cache (line 143) | async def clear_luma_cache():
  function get_next_ai_that_works_event (line 154) | async def get_next_ai_that_works_event():
  function update_video_title (line 195) | async def update_video_title(video_id: str, request: dict):
  function get_luma_match_for_zoom_recording (line 222) | async def get_luma_match_for_zoom_recording(meeting_id: str):
  function import_video (line 254) | async def import_video(request: VideoImportRequest, background_tasks: Ba...
  function complete_video_processing_pipeline (line 286) | async def complete_video_processing_pipeline(video_id: str, zoom_meeting...
  function get_video (line 323) | async def get_video(video_id: str):
  function trigger_summarize (line 348) | async def trigger_summarize(video_id: str, background_tasks: BackgroundT...
  function process_video_summary (line 382) | async def process_video_summary(
  function get_summary (line 555) | async def get_summary(video_id: str):
  function get_transcript (line 575) | async def get_transcript(video_id: str):
  function list_drafts (line 600) | async def list_drafts(video_id: str):
  function save_drafts (line 621) | async def save_drafts(video_id: str, request: DraftUpdateRequest):
  function add_feedback (line 663) | async def add_feedback(draft_id: str, request: FeedbackRequest):
  function refine_content (line 693) | async def refine_content(
  function refine_content_background_task (line 785) | async def refine_content_background_task(
  function create_github_pr (line 897) | async def create_github_pr(
  function test_supabase (line 997) | async def test_supabase():
  function test_zoom (line 1019) | async def test_zoom():
  function get_zoom_recordings (line 1047) | async def get_zoom_recordings(

FILE: 2025-07-01-ai-content-pipeline-2/backend/migrations/add_processing_stage.sql
  type idx_videos_processing_stage (line 16) | CREATE INDEX IF NOT EXISTS idx_videos_processing_stage ON videos(process...

FILE: 2025-07-01-ai-content-pipeline-2/backend/migrations/add_structured_content.sql
  type idx_drafts_email_draft (line 12) | CREATE INDEX IF NOT EXISTS idx_drafts_email_draft ON drafts USING GIN (e...
  type idx_drafts_x_draft (line 13) | CREATE INDEX IF NOT EXISTS idx_drafts_x_draft ON drafts USING GIN (x_draft)
  type idx_drafts_linkedin_draft (line 14) | CREATE INDEX IF NOT EXISTS idx_drafts_linkedin_draft ON drafts USING GIN...

FILE: 2025-07-01-ai-content-pipeline-2/backend/migrations/add_summary_json.sql
  type idx_videos_summary (line 5) | CREATE INDEX IF NOT EXISTS idx_videos_summary ON videos USING GIN (summary)

FILE: 2025-07-01-ai-content-pipeline-2/backend/models.py
  class VideoImportRequest (line 7) | class VideoImportRequest(BaseModel):
  class EmailDraftContent (line 14) | class EmailDraftContent(BaseModel):
  class XDraftContent (line 20) | class XDraftContent(BaseModel):
  class LinkedInDraftContent (line 25) | class LinkedInDraftContent(BaseModel):
  class DraftUpdateRequest (line 30) | class DraftUpdateRequest(BaseModel):
  class FeedbackRequest (line 36) | class FeedbackRequest(BaseModel):
  class ContentRefinementRequest (line 40) | class ContentRefinementRequest(BaseModel):
  class CreateGitHubPRRequest (line 46) | class CreateGitHubPRRequest(BaseModel):
  class Video (line 52) | class Video(BaseModel):
  class Draft (line 71) | class Draft(BaseModel):
  class Feedback (line 81) | class Feedback(BaseModel):
  class ZoomRecording (line 89) | class ZoomRecording(BaseModel):
  class VideoImportResponse (line 104) | class VideoImportResponse(BaseModel):
  class VideoResponse (line 109) | class VideoResponse(BaseModel):
  class SummaryResponse (line 114) | class SummaryResponse(BaseModel):
  class DraftsListResponse (line 118) | class DraftsListResponse(BaseModel):
  class DraftSaveResponse (line 122) | class DraftSaveResponse(BaseModel):
  class FeedbackResponse (line 127) | class FeedbackResponse(BaseModel):
  class StatusResponse (line 132) | class StatusResponse(BaseModel):
  class TranscriptResponse (line 136) | class TranscriptResponse(BaseModel):
  class ZoomRecordingsResponse (line 140) | class ZoomRecordingsResponse(BaseModel):
  class ZoomMeetingRecordings (line 146) | class ZoomMeetingRecordings(BaseModel):
  class ZoomMeetingsResponse (line 154) | class ZoomMeetingsResponse(BaseModel):
  class LumaEvent (line 160) | class LumaEvent(BaseModel):
  class LumaEventsResponse (line 170) | class LumaEventsResponse(BaseModel):

FILE: 2025-07-01-ai-content-pipeline-2/backend/oauth_setup.py
  function check_environment (line 29) | def check_environment():
  function get_authenticated_youtube_service (line 47) | def get_authenticated_youtube_service():
  function test_youtube_connection (line 108) | def test_youtube_connection(youtube):
  function setup_zoom_oauth (line 133) | def setup_zoom_oauth():
  function test_zoom_connection (line 176) | def test_zoom_connection():
  function test_google_auth (line 214) | def test_google_auth():
  function test_zoom_auth (line 230) | def test_zoom_auth():
  function create_sample_upload_request (line 235) | def create_sample_upload_request(youtube):
  function main (line 259) | def main():

FILE: 2025-07-01-ai-content-pipeline-2/backend/oauth_setup_claude.py
  function check_environment (line 16) | def check_environment():
  function check_credential_files (line 34) | def check_credential_files():
  function setup_google_oauth (line 67) | def setup_google_oauth():
  function setup_zoom_oauth (line 155) | def setup_zoom_oauth():
  function test_google_auth (line 208) | def test_google_auth():
  function test_zoom_auth (line 248) | def test_zoom_auth():
  function cleanup_invalid_tokens (line 277) | def cleanup_invalid_tokens():
  function main (line 314) | def main():

FILE: 2025-07-01-ai-content-pipeline-2/backend/run_migration.py
  function run_migration (line 15) | def run_migration():

FILE: 2025-07-01-ai-content-pipeline-2/backend/schema.sql
  type videos (line 8) | CREATE TABLE IF NOT EXISTS videos (
  type drafts (line 22) | CREATE TABLE IF NOT EXISTS drafts (
  type feedback (line 33) | CREATE TABLE IF NOT EXISTS feedback (
  type idx_videos_zoom_meeting_id (line 41) | CREATE INDEX IF NOT EXISTS idx_videos_zoom_meeting_id ON videos(zoom_mee...
  type idx_videos_status (line 42) | CREATE INDEX IF NOT EXISTS idx_videos_status ON videos(status)
  type idx_videos_processing_stage (line 43) | CREATE INDEX IF NOT EXISTS idx_videos_processing_stage ON videos(process...
  type idx_drafts_video_id (line 44) | CREATE INDEX IF NOT EXISTS idx_drafts_video_id ON drafts(video_id)
  type idx_drafts_created_at (line 45) | CREATE INDEX IF NOT EXISTS idx_drafts_created_at ON drafts(created_at DESC)
  type idx_feedback_draft_id (line 46) | CREATE INDEX IF NOT EXISTS idx_feedback_draft_id ON feedback(draft_id)

FILE: 2025-07-01-ai-content-pipeline-2/backend/setup_supabase.py
  function main (line 13) | def main():

FILE: 2025-07-01-ai-content-pipeline-2/backend/test_zoom_recordings.py
  function get_zoom_access_token (line 8) | def get_zoom_access_token():
  function get_recordings (line 20) | def get_recordings(meeting_id, access_token):
  function main (line 31) | def main():

FILE: 2025-07-01-ai-content-pipeline-2/backend/video_processor.py
  class VideoProcessor (line 15) | class VideoProcessor:
    method __init__ (line 16) | def __init__(self):
    method _setup_cache_directory (line 20) | def _setup_cache_directory(self) -> str:
    method _get_cache_filename (line 28) | def _get_cache_filename(self, zoom_meeting_id: str, recording_id: str)...
    method _load_youtube_credentials (line 35) | def _load_youtube_credentials(self) -> Optional[Credentials]:
    method process_video (line 77) | async def process_video(self, video_id: str, zoom_meeting_id: str):
    method _download_zoom_recording (line 126) | async def _download_zoom_recording(self, zoom_meeting_id: str) -> str:
    method _get_transcript (line 244) | async def _get_transcript(self, zoom_meeting_id: str) -> Optional[str]:
    method _upload_to_youtube (line 260) | async def _upload_to_youtube(

FILE: 2025-07-01-ai-content-pipeline-2/backend/zoom_client.py
  class ZoomClient (line 13) | class ZoomClient:
    method __init__ (line 14) | def __init__(self):
    method _get_access_token (line 18) | def _get_access_token(self) -> str:
    method _get_new_token (line 33) | def _get_new_token(self) -> str:
    method _make_request (line 60) | def _make_request(
    method get_recordings (line 95) | def get_recordings(
    method get_recording_details (line 149) | def get_recording_details(
    method get_transcript (line 173) | def get_transcript(self, meeting_id: str) -> Optional[str]:
    method _get_chat_transcript (line 226) | def _get_chat_transcript(self, meeting_id: str, recording_id: str) -> ...

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/app/layout.tsx
  function RootLayout (line 18) | function RootLayout({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/app/page.tsx
  type FilterType (line 7) | type FilterType = "all" | "processing" | "ready" | "failed";
  function HomePage (line 9) | function HomePage() {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/app/videos/[id]/page.tsx
  function VideoDetailPage (line 37) | function VideoDetailPage() {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/TranscriptViewer.tsx
  type TranscriptViewerProps (line 8) | interface TranscriptViewerProps {
  function TranscriptViewer (line 12) | function TranscriptViewer({ videoId }: TranscriptViewerProps) {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/VideoImportForm.tsx
  function VideoImportForm (line 9) | function VideoImportForm() {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/VideoList.tsx
  function VideoList (line 8) | function VideoList() {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/ZoomRecordingsList.tsx
  function getLast3MonthsRange (line 8) | function getLast3MonthsRange() {
  function ZoomRecordingsList (line 18) | function ZoomRecordingsList() {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/github/CreateGitHubPRButton.tsx
  type CreateGitHubPRButtonProps (line 26) | interface CreateGitHubPRButtonProps {
  function CreateGitHubPRButton (line 38) | function CreateGitHubPRButton({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/home/video-list.tsx
  type FilterType (line 24) | type FilterType = "all" | "processing" | "ready" | "failed";
  type VideoListProps (line 26) | interface VideoListProps {
  function VideoList (line 30) | function VideoList({ filter = "all" }: VideoListProps) {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/home/zoom-recordings-list.tsx
  type ZoomRecording (line 24) | interface ZoomRecording {
  type ZoomMeetingRecording (line 38) | interface ZoomMeetingRecording {
  function getLastNMonthsRange (line 53) | function getLastNMonthsRange(months: number) {
  function ZoomRecordingsList (line 63) | function ZoomRecordingsList() {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/shared/empty-state.tsx
  type EmptyStateProps (line 5) | interface EmptyStateProps {
  function EmptyState (line 13) | function EmptyState({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/shared/error-message.tsx
  type ErrorMessageProps (line 8) | interface ErrorMessageProps {
  function ErrorMessage (line 15) | function ErrorMessage({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/shared/loading-indicator.tsx
  type LoadingIndicatorProps (line 4) | interface LoadingIndicatorProps {
  function LoadingIndicator (line 11) | function LoadingIndicator({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/shared/youtube-embed.tsx
  type YouTubeEmbedProps (line 5) | interface YouTubeEmbedProps {
  function extractVideoId (line 12) | function extractVideoId(url: string): string | null {
  function YouTubeEmbed (line 28) | function YouTubeEmbed({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/theme-provider.tsx
  function ThemeProvider (line 6) | function ThemeProvider({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/ui/alert.tsx
  function Alert (line 22) | function Alert({
  function AlertTitle (line 37) | function AlertTitle({ className, ...props }: React.ComponentProps<"div">) {
  function AlertDescription (line 50) | function AlertDescription({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/ui/badge.tsx
  function Badge (line 28) | function Badge({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/ui/button.tsx
  function Button (line 38) | function Button({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/ui/card.tsx
  function Card (line 5) | function Card({ className, ...props }: React.ComponentProps<"div">) {
  function CardHeader (line 18) | function CardHeader({ className, ...props }: React.ComponentProps<"div">) {
  function CardTitle (line 28) | function CardTitle({ className, ...props }: React.ComponentProps<"div">) {
  function CardDescription (line 41) | function CardDescription({ className, ...props }: React.ComponentProps<"...
  function CardAction (line 51) | function CardAction({ className, ...props }: React.ComponentProps<"div">) {
  function CardContent (line 61) | function CardContent({ className, ...props }: React.ComponentProps<"div"...
  function CardFooter (line 71) | function CardFooter({ className, ...props }: React.ComponentProps<"div">) {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/ui/dialog.tsx
  function Dialog (line 9) | function Dialog({
  function DialogTrigger (line 15) | function DialogTrigger({
  function DialogPortal (line 21) | function DialogPortal({
  function DialogClose (line 27) | function DialogClose({
  function DialogOverlay (line 33) | function DialogOverlay({
  function DialogContent (line 49) | function DialogContent({
  function DialogHeader (line 83) | function DialogHeader({ className, ...props }: React.ComponentProps<"div...
  function DialogFooter (line 93) | function DialogFooter({ className, ...props }: React.ComponentProps<"div...
  function DialogTitle (line 106) | function DialogTitle({
  function DialogDescription (line 119) | function DialogDescription({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/ui/input.tsx
  type InputProps (line 5) | type InputProps = React.InputHTMLAttributes<HTMLInputElement>;

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/ui/scroll-area.tsx
  function ScrollArea (line 8) | function ScrollArea({
  function ScrollBar (line 31) | function ScrollBar({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/ui/separator.tsx
  function Separator (line 8) | function Separator({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/ui/tabs.tsx
  function Tabs (line 8) | function Tabs({
  function TabsList (line 21) | function TabsList({
  function TabsTrigger (line 37) | function TabsTrigger({
  function TabsContent (line 53) | function TabsContent({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/ui/textarea.tsx
  function Textarea (line 5) | function Textarea({ className, ...props }: React.ComponentProps<"textare...

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/video/draft-editor.tsx
  type DraftEditorProps (line 46) | interface DraftEditorProps {
  type CurrentDraftState (line 52) | interface CurrentDraftState {
  function DraftEditor (line 58) | function DraftEditor({ videoId }: DraftEditorProps) {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/video/email-preview.tsx
  type EmailPreviewProps (line 10) | interface EmailPreviewProps {
  function EmailPreview (line 18) | function EmailPreview({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/video/linkedin-preview.tsx
  type LinkedInDraft (line 17) | type LinkedInDraft = LinkedInPost;
  type LinkedInPreviewProps (line 19) | interface LinkedInPreviewProps {
  function LinkedInPreview (line 26) | function LinkedInPreview({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/video/transcript-viewer.tsx
  type TranscriptViewerProps (line 13) | interface TranscriptViewerProps {
  function TranscriptViewer (line 18) | function TranscriptViewer({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/video/x-preview.tsx
  type XDraft (line 17) | type XDraft = TwitterThread;
  type XPreviewProps (line 19) | interface XPreviewProps {
  function XPreview (line 26) | function XPreview({

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/components/zoom/zoom-recordings-list.tsx
  type ZoomRecordingFile (line 28) | interface ZoomRecordingFile {
  type ZoomMeetingRecording (line 35) | interface ZoomMeetingRecording {
  function getLastNMonthsRange (line 46) | function getLastNMonthsRange(months: number) {
  function ZoomRecordingsList (line 56) | function ZoomRecordingsList() {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/lib/api.ts
  constant API_BASE_URL (line 1) | const API_BASE_URL = process.env.NEXT_PUBLIC_API_URL || "http://localhos...
  type VideoImportRequest (line 3) | interface VideoImportRequest {
  type DraftUpdateRequest (line 7) | interface DraftUpdateRequest {
  type FeedbackRequest (line 13) | interface FeedbackRequest {
  type ZoomRecording (line 17) | interface ZoomRecording {
  type ZoomMeetingRecordings (line 31) | interface ZoomMeetingRecordings {
  type ZoomMeetingsResponse (line 39) | interface ZoomMeetingsResponse {
  method importVideo (line 46) | async importVideo(request: VideoImportRequest) {
  method getZoomRecordings (line 56) | async getZoomRecordings(params?: {
  method summarizeVideo (line 72) | async summarizeVideo(videoId: string): Promise<void> {
  method saveDraft (line 88) | async saveDraft(videoId: string, draft: DraftUpdateRequest) {
  method addFeedback (line 98) | async addFeedback(draftId: string, feedback: FeedbackRequest) {
  method getTranscript (line 107) | async getTranscript(videoId: string): Promise<string> {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/lib/apiClient.ts
  constant API_BASE_URL (line 7) | const API_BASE_URL = process.env.NEXT_PUBLIC_API_URL || "http://localhos...
  type XDraft (line 10) | type XDraft = TwitterThread;
  type LinkedInDraft (line 11) | type LinkedInDraft = LinkedInPost;
  type DraftContent (line 13) | interface DraftContent {
  function handleResponse (line 19) | async function handleResponse<T>(response: Response): Promise<T> {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/lib/supabase.ts
  type Video (line 32) | interface Video {
  type XDraft (line 46) | type XDraft = TwitterThread;
  type LinkedInDraft (line 47) | type LinkedInDraft = LinkedInPost;
  type Draft (line 49) | interface Draft {

FILE: 2025-07-01-ai-content-pipeline-2/frontend/src/lib/utils.ts
  function cn (line 4) | function cn(...inputs: ClassValue[]) {

FILE: 2025-07-08-context-engineering/main.py
  function main (line 5) | def main(resume: str):

FILE: 2025-07-15-decaying-resolution-memory/examine_threads.py
  function connect_to_redis (line 17) | def connect_to_redis():
  function examine_thread_keys (line 28) | def examine_thread_keys(r: redis.Redis):
  function export_threads_to_files (line 120) | def export_threads_to_files(r: redis.Redis, output_dir: str = "raw"):
  function main (line 188) | def main():

FILE: 2025-07-15-decaying-resolution-memory/explore_redis.py
  function connect_to_redis (line 16) | def connect_to_redis():
  function explore_keys (line 28) | def explore_keys(r: redis.Redis, pattern: str = "*", limit: int = 100):
  function examine_key (line 62) | def examine_key(r: redis.Redis, key: str):
  function find_trace_keys (line 127) | def find_trace_keys(r: redis.Redis, pattern: str = "*trace*"):
  function main (line 160) | def main():

FILE: 2025-07-15-decaying-resolution-memory/main.py
  function main (line 1) | def main():

FILE: 2025-07-15-decaying-resolution-memory/redact_pii.py
  function redact_pii_in_text (line 11) | async def redact_pii_in_text(text: str) -> str:
  function chunk_text (line 21) | def chunk_text(text: str, chunk_size: int = CHUNK_SIZE):
  function process_file (line 26) | async def process_file(input_path: Path, output_path: Path, file_pbar: t...
  function main (line 60) | def main():

FILE: 2025-07-22-multimodality/data/psuedocode.py
  function analyze_pages_with_transactions (line 3) | def analyze_pages_with_transactions(pages: BamlImage[]):

FILE: 2025-07-22-multimodality/main.py
  function ensure_dir (line 12) | def ensure_dir(path: str) -> None:
  function pil_to_cv (line 16) | def pil_to_cv(image: PILImage) -> np.ndarray:
  function classify_and_draw_layout_regions (line 20) | def classify_and_draw_layout_regions(
  function find_horizontal_bands (line 70) | def find_horizontal_bands(mask: PILImage, min_height: int = 15, min_rati...
  function draw_horizontal_bands (line 91) | def draw_horizontal_bands(img: PILImage, bands: List[Tuple[int, int]]) -...
  function compare_pages (line 103) | def compare_pages(
  function main (line 138) | def main() -> None:
  function take_page (line 157) | def take_page(img: BamlImage):

FILE: 2025-07-29-eval-many-models-same-prompt/main.py
  function run_unit_test (line 13) | async def run_unit_test(test_name: str, model: str):
  function main (line 28) | async def main():

FILE: 2025-07-29-eval-many-models-same-prompt/streamlit_app.py
  function detect_llm_patterns (line 9) | def detect_llm_patterns(text):
  function highlight_text_with_patterns (line 110) | def highlight_text_with_patterns(text, patterns, highlight_enabled=True):
  function display_text_with_llm_detection (line 136) | def display_text_with_llm_detection(text, highlight_enabled=True, label=...
  function load_results (line 160) | def load_results():
  function main (line 194) | def main():

FILE: 2025-07-29-eval-many-models-same-prompt/test_loader.py
  function load_test (line 5) | def load_test(name: str) -> Tuple[VideoSummary, EmailStructure]:

FILE: 2025-08-19-interruptible-agents/agents/planner_agent.py
  function plan_searches (line 5) | async def plan_searches(query: str) -> WebSearchPlan:

FILE: 2025-08-19-interruptible-agents/agents/search_agent.py
  function summarize_search_term (line 4) | async def summarize_search_term(term: str, reason: str) -> str:

FILE: 2025-08-19-interruptible-agents/agents/writer_agent.py
  function write_research_report (line 5) | async def write_research_report(query: str, summaries: list[str]) -> Rep...

FILE: 2025-08-19-interruptible-agents/hello.py
  function main (line 11) | async def main() -> None:

FILE: 2025-08-19-interruptible-agents/manager.py
  class ResearchManager (line 10) | class ResearchManager:
    method __init__ (line 11) | def __init__(self):
    method run (line 14) | async def run(self, query: str) -> None:
    method _plan_searches (line 36) | async def _plan_searches(self, query: str) -> WebSearchPlan:
    method _perform_searches (line 39) | async def _perform_searches(self, search_plan: WebSearchPlan) -> list[...
    method _search (line 55) | async def _search(self, item: WebSearchItem) -> tuple[WebSearchItem, s...
    method _write_report (line 62) | async def _write_report(self, query: str, search_results: list[str]) -...
    method _print_section (line 66) | def _print_section(self, title: str) -> None:
    method _print_info (line 70) | def _print_info(self, message: str) -> None:
    method _print_success (line 73) | def _print_success(self, message: str) -> None:
    method _print_error (line 77) | def _print_error(self, message: str) -> None:
    method _print_progress (line 81) | def _print_progress(self, completed: int, total: int) -> None:
    method _print_planned_searches (line 84) | def _print_planned_searches(self, plan: WebSearchPlan) -> None:

FILE: 2025-08-19-interruptible-agents/runtime.py
  class ProgressEvent (line 15) | class ProgressEvent:
  class Message (line 22) | class Message:
  class ConversationRuntime (line 27) | class ConversationRuntime:
    method __init__ (line 28) | def __init__(self, convo_id: str, max_events: int = 500) -> None:
    method emit (line 39) | def emit(self, event_type: str, message: str) -> None:
    method queue_message (line 44) | def queue_message(self, msg: Message) -> None:
  class RuntimeAwareResearchManager (line 52) | class RuntimeAwareResearchManager(ResearchManager):
    method __init__ (line 53) | def __init__(self, runtime: ConversationRuntime) -> None:
    method _print_section (line 58) | def _print_section(self, title: str) -> None:  # type: ignore[override]
    method _print_info (line 61) | def _print_info(self, message: str) -> None:  # type: ignore[override]
    method _print_success (line 64) | def _print_success(self, message: str) -> None:  # type: ignore[override]
    method _print_error (line 67) | def _print_error(self, message: str) -> None:  # type: ignore[override]
    method _print_progress (line 70) | def _print_progress(self, completed: int, total: int) -> None:  # type...
  class AgentThread (line 74) | class AgentThread(threading.Thread):
    method __init__ (line 75) | def __init__(self, runtime: ConversationRuntime, initial_query: str) -...
    method stop (line 82) | def stop(self) -> None:
    method run (line 85) | def run(self) -> None:  # noqa: C901 - keep simple even if a bit long
    method _boundary_check (line 140) | def _boundary_check(self) -> bool:
    method _finish (line 185) | def _finish(self, status: str) -> None:
  class InMemoryAgentSystem (line 191) | class InMemoryAgentSystem:
    method __init__ (line 192) | def __init__(self) -> None:
    method start (line 197) | def start(self, convo_id: str, query: str) -> ConversationRuntime:
    method queue (line 208) | def queue(self, convo_id: str, msg: Message) -> None:
    method cancel (line 212) | def cancel(self, convo_id: str) -> None:
    method get_runtime (line 216) | def get_runtime(self, convo_id: str) -> ConversationRuntime:
    method is_done (line 219) | def is_done(self, convo_id: str) -> bool:
    method _require_runtime (line 223) | def _require_runtime(self, convo_id: str) -> ConversationRuntime:

FILE: 2025-08-26-claude-for-non-code-workflows/tools/pull-metrics.ts
  type Metric (line 6) | interface Metric {
  function fetchMetrics (line 12) | async function fetchMetrics(): Promise<Metric[]> {
  function randomFloat (line 50) | function randomFloat(min: number, max: number): number {
  function formatChange (line 54) | function formatChange(change: number): string {
  function displayMetric (line 59) | async function displayMetric(metric: Metric, index: number): Promise<voi...
  function main (line 85) | async function main() {

FILE: 2025-09-02-voice-agent-supervisor-threading/voice_agent.py
  function format_conversation (line 58) | def format_conversation(conv: List[Dict[str, str]]) -> str:
  function record_audio_with_silence_detection (line 66) | def record_audio_with_silence_detection(max_duration: int = 10, silence_...
  function record_audio (line 115) | async def record_audio(duration: int = 5) -> bytes:
  function transcribe_audio (line 120) | async def transcribe_audio(audio_bytes: bytes) -> str:
  function get_user_input (line 158) | async def get_user_input() -> str:
  function speak_text_async (line 173) | async def speak_text_async(text: str) -> None:
  function stop_tts (line 248) | def stop_tts():
  function run_compliance_check (line 262) | async def run_compliance_check(convo_snapshot: List[Dict[str, str]]) -> ...
  function stream_assistant_response (line 274) | async def stream_assistant_response(convo_text: str):
  function handle_supervisor_result (line 283) | async def handle_supervisor_result(supervisor_task: asyncio.Task, convo_...
  function handle_turn (line 303) | async def handle_turn(user_text: str) -> None:
  function main_conversation (line 394) | async def main_conversation():
  function main (line 439) | async def main():

FILE: 2025-09-09-generative-uis/my-app/src/app/layout.tsx
  function RootLayout (line 20) | function RootLayout({

FILE: 2025-09-09-generative-uis/my-app/src/app/page.tsx
  function Home (line 8) | function Home() {

FILE: 2025-09-16-coding-agent-tools-bash-vs-mcp/linear-cli/linear-cli.ts
  function getGitBranch (line 29) | function getGitBranch(): string {
  function extractIssueId (line 37) | function extractIssueId(branchName: string): string | null {
  function getIssueIdInteractively (line 43) | async function getIssueIdInteractively(defaultId: string | null = null):...
  function resolveIssueId (line 57) | async function resolveIssueId(providedId?: string): Promise<string> {
  function listIssues (line 77) | async function listIssues() {
  function getIssue (line 127) | async function getIssue(issueId?: string, options?: { comments?: boolean...
  function addComment (line 192) | async function addComment(message: string, options: { issueId?: string }) {

FILE: 2025-09-16-coding-agent-tools-bash-vs-mcp/src/index.ts
  constant PORT (line 10) | const PORT = process.env.PORT || 3050;
  constant ANTHROPIC_API_URL (line 11) | const ANTHROPIC_API_URL = 'https://api.anthropic.com';
  function getLogFileName (line 16) | function getLogFileName(): string {
  function logRequestResponse (line 28) | async function logRequestResponse(

FILE: 2025-09-16-coding-agent-tools-bash-vs-mcp/src/inspect-logs.ts
  type LogEntry (line 8) | interface LogEntry {
  function processLine (line 23) | async function processLine(line: string, lineNumber: number, seenMessage...
  function streamFromStdin (line 94) | async function streamFromStdin() {
  function processLines (line 121) | async function processLines(lines: string[]) {
  function inspectFile (line 142) | async function inspectFile(filePath: string) {
  function main (line 149) | async function main() {

FILE: 2025-09-23-evals-for-classification/scripts/build_vector_store.py
  class VectorStoreBuilder (line 29) | class VectorStoreBuilder:
    method __init__ (line 32) | def __init__(self, force_rebuild: bool = False):
    method build_vector_store (line 45) | def build_vector_store(self) -> None:
    method _generate_embeddings (line 117) | def _generate_embeddings(self, texts: list[str]) -> list[list[float]]:
  function main (line 127) | def main():

FILE: 2025-09-23-evals-for-classification/src/classification/embeddings.py
  class EmbeddingService (line 12) | class EmbeddingService:
    method __init__ (line 15) | def __init__(self, use_vector_store: bool = True) -> None:
    method embed_text (line 33) | def embed_text(self, text: str) -> list[float]:
    method embed_category (line 52) | def embed_category(self, category: Category) -> list[float]:
    method compute_similarity (line 82) | def compute_similarity(self, embedding1: list[float], embedding2: list...

FILE: 2025-09-23-evals-for-classification/src/classification/expander.py
  function expand_user_query (line 6) | def expand_user_query(text: str) -> str:

FILE: 2025-09-23-evals-for-classification/src/classification/narrowing.py
  class NarrowingStrategyBase (line 17) | class NarrowingStrategyBase(ABC):
    method __init__ (line 20) | def __init__(
    method narrow (line 47) | def narrow(self, text: str, categories: list[Category]) -> list[Catego...
    method _narrow_with_embedding_similarity (line 59) | def _narrow_with_embedding_similarity(
    method _narrow_with_vector_store (line 78) | def _narrow_with_vector_store(self, text: str, max_results: int) -> li...
    method _narrow_in_memory (line 98) | def _narrow_in_memory(self, text: str, categories: list[Category], max...
    method _narrow_with_llm (line 124) | def _narrow_with_llm(self, text: str, categories: list[Category], max_...
  class LLMBasedNarrowing (line 164) | class LLMBasedNarrowing(NarrowingStrategyBase):
    method __init__ (line 167) | def __init__(self) -> None:
    method narrow (line 171) | def narrow(self, text: str, categories: list[Category]) -> list[Catego...
  class HybridNarrowing (line 189) | class HybridNarrowing(NarrowingStrategyBase):
    method __init__ (line 192) | def __init__(self, embedding_service: EmbeddingService, use_vector_sto...
    method _validate_hybrid_settings (line 202) | def _validate_hybrid_settings(self) -> bool:
    method narrow (line 217) | def narrow(self, text: str, categories: list[Category]) -> list[Catego...
    method narrow_with_stages (line 235) | def narrow_with_stages(self, text: str, categories: list[Category]) ->...
    method _narrow_with_embedding_only (line 269) | def _narrow_with_embedding_only(self, text: str, categories: list[Cate...
    method _narrow_with_embedding (line 281) | def _narrow_with_embedding(self, text: str, categories: list[Category]...
    method _narrow_with_llm_stage (line 293) | def _narrow_with_llm_stage(self, text: str, categories: list[Category]...
  class CategoryNarrower (line 310) | class CategoryNarrower:
    method __init__ (line 313) | def __init__(self, embedding_service: EmbeddingService, use_vector_sto...
    method narrow_categories (line 325) | def narrow_categories(self, text: str, categories: list[Category]) -> ...
    method narrow_categories_with_stages (line 339) | def narrow_categories_with_stages(self, text: str, categories: list[Ca...

FILE: 2025-09-23-evals-for-classification/src/classification/pipeline.py
  class ClassificationPipeline (line 17) | class ClassificationPipeline:
    method __init__ (line 20) | def __init__(self, use_vector_store: bool = True) -> None:
    method _get_categories (line 49) | def _get_categories(self) -> list[Category]:
    method classify (line 59) | def classify(self, text: str, max_candidates: int | None = None) -> Cl...

FILE: 2025-09-23-evals-for-classification/src/classification/selection.py
  class CategorySelector (line 8) | class CategorySelector:
    method select_best_category (line 11) | def select_best_category(self, text: str, candidates: list[Category]) ...
    method _build_dynamic_enum (line 33) | def _build_dynamic_enum(self, categories: list[Category]) -> TypeBuilder:

FILE: 2025-09-23-evals-for-classification/src/classification/vector_store.py
  class CategoryVectorStore (line 20) | class CategoryVectorStore:
    method __init__ (line 23) | def __init__(self, auto_create: bool = False) -> None:
    method is_available (line 37) | def is_available() -> bool:
    method _load_vector_store (line 45) | def _load_vector_store(self, auto_create: bool = False) -> None:
    method _validate_embedding_model (line 76) | def _validate_embedding_model(self) -> None:
    method _create_collection (line 90) | def _create_collection(self) -> None:
    method _build_category_cache (line 104) | def _build_category_cache(self) -> None:
    method find_similar_categories (line 113) | def find_similar_categories(
    method get_cached_embedding (line 144) | def get_cached_embedding(self, category_path: str) -> list[float] | None:
    method add_category (line 161) | def add_category(self, category: Category, embedding: list[float]) -> ...
    method has_category (line 191) | def has_category(self, category_path: str) -> bool:
    method get_collection_info (line 202) | def get_collection_info(self) -> dict[str, Any]:

FILE: 2025-09-23-evals-for-classification/src/config/settings.py
  class Settings (line 13) | class Settings(BaseSettings):
    class Config (line 31) | class Config:

FILE: 2025-09-23-evals-for-classification/src/data/category_loader.py
  class CategoryLoader (line 10) | class CategoryLoader:
    method __init__ (line 13) | def __init__(self) -> None:
    method load_categories (line 19) | def load_categories(self) -> list[Category]:
    method _parse_category_file (line 32) | def _parse_category_file(self, file_path: Path) -> list[Category]:
    method _parse_category_line (line 54) | def _parse_category_line(self, line: str) -> Category:

FILE: 2025-09-23-evals-for-classification/src/data/models.py
  class Category (line 8) | class Category(BaseModel):
    method level (line 20) | def level(self) -> int:
    method parent_path (line 25) | def parent_path(self) -> str:
  class ClassificationRequest (line 30) | class ClassificationRequest(BaseModel):
  class ClassificationResult (line 37) | class ClassificationResult(BaseModel):

FILE: 2025-09-23-evals-for-classification/src/shared/correctness.py
  class CorrectnessDefinition (line 13) | class CorrectnessDefinition(str, Enum):
  class CategoryHierarchyHelper (line 21) | class CategoryHierarchyHelper:
    method __init__ (line 24) | def __init__(self, all_categories: List[Category]):
    method _build_hierarchy_maps (line 33) | def _build_hierarchy_maps(self):
    method get_parent_path (line 50) | def get_parent_path(self, path: str) -> str | None:
    method get_child_paths (line 61) | def get_child_paths(self, path: str) -> List[str]:
    method get_sibling_paths (line 72) | def get_sibling_paths(self, path: str) -> List[str]:
    method is_parent_of (line 88) | def is_parent_of(self, potential_parent: str, child: str) -> bool:
    method is_child_of (line 100) | def is_child_of(self, potential_child: str, parent: str) -> bool:
    method is_sibling_of (line 112) | def is_sibling_of(self, path1: str, path2: str) -> bool:
  class CorrectnessEvaluator (line 127) | class CorrectnessEvaluator:
    method __init__ (line 130) | def __init__(self, all_categories: List[Category]):
    method is_correct (line 138) | def is_correct(self, predicted_path: str, ground_truth_path: str, defi...
    method get_correctness_explanation (line 167) | def get_correctness_explanation(

FILE: 2025-09-23-evals-for-classification/src/shared/enums.py
  class NarrowingStrategy (line 6) | class NarrowingStrategy(str, Enum):

FILE: 2025-09-23-evals-for-classification/src/shared/logger.py
  class ClassificationLogger (line 8) | class ClassificationLogger:
    method __init__ (line 11) | def __init__(self, name: str = "classification", level: str = "INFO"):
    method _setup_handler (line 25) | def _setup_handler(self):
    method info (line 35) | def info(self, message: str, **kwargs):
    method warning (line 39) | def warning(self, message: str, **kwargs):
    method error (line 43) | def error(self, message: str, **kwargs):
    method debug (line 47) | def debug(self, message: str, **kwargs):
    method success (line 51) | def success(self, message: str, **kwargs):
    method processing (line 56) | def processing(self, message: str, **kwargs):
  class ColoredFormatter (line 61) | class ColoredFormatter(logging.Formatter):
    method format (line 84) | def format(self, record):
  function get_logger (line 96) | def get_logger(name: str, level: str = "INFO") -> ClassificationLogger:
  function setup_logging (line 117) | def setup_logging(level: str = "INFO", log_file: Path | None = None):

FILE: 2025-09-23-evals-for-classification/tests/data/test_cases.py
  class TestCase (line 11) | class TestCase(TypedDict):

FILE: 2025-09-23-evals-for-classification/tests/integration/test_narrowing_accuracy.py
  class NarrowingResult (line 33) | class NarrowingResult:
  class StrategyResults (line 49) | class StrategyResults:
  class NarrowingAccuracyTester (line 61) | class NarrowingAccuracyTester:
    method __init__ (line 64) | def __init__(self):
    method test_strategy (line 77) | def test_strategy(self, strategy_name: str, narrower) -> StrategyResults:
    method analyze_failures (line 171) | def analyze_failures(self, strategy_results: StrategyResults) -> None:
    method compare_strategies (line 206) | def compare_strategies(self, results_list: list[StrategyResults]) -> N...
    method run_all_tests (line 234) | def run_all_tests(self) -> dict[str, StrategyResults]:
    method save_results_to_json (line 262) | def save_results_to_json(self, results: dict[str, StrategyResults]) ->...
  function main (line 334) | def main():

FILE: 2025-09-23-evals-for-classification/tests/integration/test_pipeline_accuracy.py
  class PipelineResult (line 39) | class PipelineResult:
  class PipelineResults (line 54) | class PipelineResults:
  class PipelineAccuracyTester (line 67) | class PipelineAccuracyTester:
    method __init__ (line 70) | def __init__(self, use_vector_store: bool = True):
    method test_pipeline (line 83) | def test_pipeline(self) -> PipelineResults:
    method analyze_failures (line 170) | def analyze_failures(self, pipeline_results: PipelineResults) -> None:
    method print_summary (line 236) | def print_summary(self, pipeline_results: PipelineResults) -> None:
    method run_test (line 276) | def run_test(self) -> PipelineResults:
    method save_results_to_json (line 287) | def save_results_to_json(self, results: PipelineResults) -> Path:
  function main (line 369) | def main():

FILE: 2025-09-23-evals-for-classification/tests/integration/test_selection_accuracy.py
  class SelectionResult (line 28) | class SelectionResult:
  class SelectionResults (line 40) | class SelectionResults:
  class SelectionAccuracyTester (line 51) | class SelectionAccuracyTester:
    method __init__ (line 54) | def __init__(self):
    method test_selection (line 71) | def test_selection(self) -> SelectionResults:
    method analyze_failures (line 150) | def analyze_failures(self, selection_results: SelectionResults) -> None:
    method print_summary (line 180) | def print_summary(self, selection_results: SelectionResults) -> None:
    method run_test (line 206) | def run_test(self) -> SelectionResults:
    method save_results_to_json (line 217) | def save_results_to_json(self, results: SelectionResults) -> Path:
  function main (line 279) | def main():

FILE: 2025-09-23-evals-for-classification/tests/run_tests.py
  function run_narrowing_accuracy_test (line 33) | def run_narrowing_accuracy_test():
  function run_selection_accuracy_test (line 41) | def run_selection_accuracy_test():
  function run_pipeline_accuracy_test (line 49) | def run_pipeline_accuracy_test():
  function run_unit_tests (line 57) | def run_unit_tests():
  function run_all_tests (line 129) | def run_all_tests():
  function main (line 160) | def main():

FILE: 2025-09-23-evals-for-classification/tests/unit/classification/embeddings_test.py
  function mock_category (line 13) | def mock_category():
  function mock_openai_response (line 25) | def mock_openai_response():
  function mock_settings (line 34) | def mock_settings():
  function embedding_service_no_vector_store (line 43) | def embedding_service_no_vector_store():
  function embedding_service_with_vector_store (line 55) | def embedding_service_with_vector_store():
  function test_init_with_vector_store_success (line 72) | def test_init_with_vector_store_success(
  function test_init_with_vector_store_failure (line 111) | def test_init_with_vector_store_failure(
  function test_init_without_vector_store (line 148) | def test_init_without_vector_store(mock_openai: mock.MagicMock, mock_set...
  function test_embed_text_cache_hit (line 171) | def test_embed_text_cache_hit(embedding_service_no_vector_store: Embeddi...
  function test_embed_text_cache_miss (line 194) | def test_embed_text_cache_miss(
  function test_embed_category_vector_store_cache_hit (line 224) | def test_embed_category_vector_store_cache_hit(
  function test_embed_category_memory_cache_hit (line 248) | def test_embed_category_memory_cache_hit(
  function test_embed_category_generate_new_embedding (line 283) | def test_embed_category_generate_new_embedding(
  function test_embed_category_vector_store_add_failure (line 315) | def test_embed_category_vector_store_add_failure(
  function test_embed_category_no_vector_store (line 345) | def test_embed_category_no_vector_store(embedding_service_no_vector_stor...
  function test_embed_category_no_vector_store_generate_new (line 365) | def test_embed_category_no_vector_store_generate_new(
  function test_embed_category_vector_store_has_category_already (line 389) | def test_embed_category_vector_store_has_category_already(
  function test_compute_similarity (line 420) | def test_compute_similarity(
  function test_compute_similarity_identical_embeddings (line 449) | def test_compute_similarity_identical_embeddings(
  function test_compute_similarity_orthogonal_embeddings (line 470) | def test_compute_similarity_orthogonal_embeddings(
  function test_compute_similarity_opposite_embeddings (line 492) | def test_compute_similarity_opposite_embeddings(
  function test_compute_similarity_real_embeddings (line 514) | def test_compute_similarity_real_embeddings(
  function test_compute_similarity_zero_norm_handling (line 539) | def test_compute_similarity_zero_norm_handling(
  function test_cache_persistence_across_calls (line 572) | def test_cache_persistence_across_calls(

FILE: 2025-09-23-evals-for-classification/tests/unit/classification/narrowing_test.py
  function mock_categories (line 28) | def mock_categories():
  function mock_large_categories (line 70) | def mock_large_categories():
  function mock_embedding_service (line 87) | def mock_embedding_service():
  class TestLLMBasedNarrowing (line 96) | class TestLLMBasedNarrowing:
    method test_narrow_empty_categories (line 99) | def test_narrow_empty_categories(self):
    method test_narrow_success_with_category_names (line 117) | def test_narrow_success_with_category_names(self, mock_categories: lis...
    method test_narrow_fallback_on_llm_failure (line 144) | def test_narrow_fallback_on_llm_failure(self, mock_categories: list[Ca...
  class TestHybridNarrowing (line 169) | class TestHybridNarrowing:
    method test_init (line 172) | def test_init(self, mock_embedding_service: EmbeddingService):
    method test_narrow_empty_categories (line 189) | def test_narrow_empty_categories(self, mock_embedding_service: Embeddi...
    method test_narrow_with_embedding_then_llm (line 207) | def test_narrow_with_embedding_then_llm(
    method test_narrow_with_embedding_in_memory (line 237) | def test_narrow_with_embedding_in_memory(
    method test_narrow_with_llm_already_few_categories (line 263) | def test_narrow_with_llm_already_few_categories(
    method test_narrow_uses_hybrid_flow_when_valid (line 289) | def test_narrow_uses_hybrid_flow_when_valid(
    method test_narrow_falls_back_when_invalid_settings (line 319) | def test_narrow_falls_back_when_invalid_settings(
    method test_narrow_with_embedding_only_uses_vector_store (line 345) | def test_narrow_with_embedding_only_uses_vector_store(
    method test_narrow_with_embedding_only_falls_back_to_in_memory (line 376) | def test_narrow_with_embedding_only_falls_back_to_in_memory(
  class TestCategoryNarrower (line 416) | class TestCategoryNarrower:
    method test_init (line 419) | def test_init(self, mock_embedding_service: EmbeddingService):
    method test_narrow_categories_with_hybrid_strategy (line 436) | def test_narrow_categories_with_hybrid_strategy(
  class TestNarrowingStrategyBase (line 463) | class TestNarrowingStrategyBase:
    method test_abstract_base_cannot_be_instantiated (line 466) | def test_abstract_base_cannot_be_instantiated(self):
    method test_abstract_method_must_be_implemented (line 478) | def test_abstract_method_must_be_implemented(self):

FILE: 2025-09-23-evals-for-classification/tests/unit/classification/pipeline_test.py
  function mock_categories (line 22) | def mock_categories():
  class TestClassificationPipeline (line 49) | class TestClassificationPipeline:
    method test_get_categories_caching_behavior (line 52) | def test_get_categories_caching_behavior(self, mock_categories: list[C...
    method test_get_categories_returns_cached_when_available (line 80) | def test_get_categories_returns_cached_when_available(self, mock_categ...
    method test_classify_method_basic_structure (line 101) | def test_classify_method_basic_structure(self, mock_categories: list[C...
    method test_classify_with_max_candidates_parameter (line 160) | def test_classify_with_max_candidates_parameter(self, mock_categories:...
    method test_pipeline_component_access (line 193) | def test_pipeline_component_access(self, mock_categories: list[Categor...
    method test_pipeline_categories_cache_behavior (line 223) | def test_pipeline_categories_cache_behavior(self, mock_categories: lis...
    method test_pipeline_embedding_service_integration (line 253) | def test_pipeline_embedding_service_integration(self):
    method test_pipeline_narrower_integration (line 274) | def test_pipeline_narrower_integration(self, mock_categories: list[Cat...
    method test_pipeline_selector_integration (line 299) | def test_pipeline_selector_integration(self, mock_categories: list[Cat...
    method test_classification_result_structure (line 322) | def test_classification_result_structure(self, mock_categories: list[C...
  class TestClassificationPipelineEdgeCases (line 359) | class TestClassificationPipelineEdgeCases:
    method test_empty_categories_cache (line 362) | def test_empty_categories_cache(self):
    method test_pipeline_with_none_vector_store (line 384) | def test_pipeline_with_none_vector_store(self):
    method test_pipeline_component_mocking (line 399) | def test_pipeline_component_mocking(self, mock_categories: list[Catego...
  class TestClassificationPipelineIntegration (line 437) | class TestClassificationPipelineIntegration:
    method test_pipeline_classification_result_creation (line 440) | def test_pipeline_classification_result_creation(self, mock_categories...
    method test_pipeline_component_interaction_pattern (line 479) | def test_pipeline_component_interaction_pattern(self, mock_categories:...
    method test_pipeline_metadata_structure (line 519) | def test_pipeline_metadata_structure(self):

FILE: 2025-09-23-evals-for-classification/tests/unit/classification/selection_test.py
  function mock_categories (line 23) | def mock_categories():
  class TestCategorySelector (line 50) | class TestCategorySelector:
    method test_init (line 53) | def test_init(self):
    method test_select_best_category_single_candidate_logic (line 69) | def test_select_best_category_single_candidate_logic(self, mock_catego...
    method test_select_best_category_empty_candidates_logic (line 93) | def test_select_best_category_empty_candidates_logic(self):
    method test_select_best_category_name_matching_logic (line 108) | def test_select_best_category_name_matching_logic(self, mock_categorie...
    method test_select_best_category_invalid_name_logic (line 132) | def test_select_best_category_invalid_name_logic(self, mock_categories...
    method test_build_dynamic_enum_structure_logic (line 160) | def test_build_dynamic_enum_structure_logic(self, mock_categories: lis...
    method test_build_dynamic_enum_multiple_categories_logic (line 189) | def test_build_dynamic_enum_multiple_categories_logic(self, mock_categ...
    method test_build_dynamic_enum_preserves_order_logic (line 223) | def test_build_dynamic_enum_preserves_order_logic(self, mock_categorie...
    method test_build_dynamic_enum_empty_categories_logic (line 247) | def test_build_dynamic_enum_empty_categories_logic(self):
    method test_category_name_matching_comprehensive (line 266) | def test_category_name_matching_comprehensive(self, mock_categories: l...
    method test_case_sensitive_category_matching_logic (line 291) | def test_case_sensitive_category_matching_logic(self, mock_categories:...
    method test_duplicate_category_names_first_match_logic (line 317) | def test_duplicate_category_names_first_match_logic(self):
    method test_special_characters_in_category_names_logic (line 356) | def test_special_characters_in_category_names_logic(self):
    method test_selector_method_single_candidate_logic_validation (line 399) | def test_selector_method_single_candidate_logic_validation(self, mock_...
    method test_selector_method_empty_candidates_logic_validation (line 421) | def test_selector_method_empty_candidates_logic_validation(self):
  class TestCategorySelectorEdgeCases (line 437) | class TestCategorySelectorEdgeCases:
    method test_selector_initialization_no_dependencies (line 440) | def test_selector_initialization_no_dependencies(self):
    method test_category_matching_edge_cases_logic (line 453) | def test_category_matching_edge_cases_logic(self):
    method test_selector_component_isolation_logic_validation (line 494) | def test_selector_component_isolation_logic_validation(self, mock_cate...
    method test_whitespace_and_special_character_handling (line 516) | def test_whitespace_and_special_character_handling(self):
  class TestCategorySelectorIntegration (line 559) | class TestCategorySelectorIntegration:
    method test_realistic_category_selection_scenario_logic (line 562) | def test_realistic_category_selection_scenario_logic(self):
    method test_full_selection_workflow_simulation_logic (line 614) | def test_full_selection_workflow_simulation_logic(self, mock_categorie...
    method test_selector_error_handling_patterns_logic (line 667) | def test_selector_error_handling_patterns_logic(self, mock_categories:...
    method test_selector_with_various_category_types_logic (line 693) | def test_selector_with_various_category_types_logic(self, mock_categor...
    method test_comprehensive_name_matching_scenarios (line 713) | def test_comprehensive_name_matching_scenarios(self, mock_categories: ...

FILE: 2025-09-23-evals-for-classification/tests/unit/classification/vector_store_test.py
  function mock_category (line 12) | def mock_category():
  function mock_categories (line 23) | def mock_categories():
  function mock_embedding (line 48) | def mock_embedding():
  function mock_embeddings (line 54) | def mock_embeddings():
  class TestCategoryVectorStore (line 63) | class TestCategoryVectorStore:
    method test_init_auto_create_false_no_directory (line 66) | def test_init_auto_create_false_no_directory(self):
    method test_init_auto_create_true_creates_directory (line 83) | def test_init_auto_create_true_creates_directory(self):
    method test_init_collection_not_found_auto_create_false (line 119) | def test_init_collection_not_found_auto_create_false(self):
    method test_init_collection_not_found_auto_create_true (line 146) | def test_init_collection_not_found_auto_create_true(self):
    method test_validate_embedding_model_mismatch (line 185) | def test_validate_embedding_model_mismatch(self):
    method test_validate_embedding_model_match (line 227) | def test_validate_embedding_model_match(self):
    method test_build_category_cache (line 266) | def test_build_category_cache(self):
    method test_find_similar_categories_basic (line 318) | def test_find_similar_categories_basic(self, mock_embedding, mock_cate...
    method test_find_similar_categories_with_min_similarity (line 383) | def test_find_similar_categories_with_min_similarity(self, mock_embedd...
    method test_find_similar_categories_no_collection (line 445) | def test_find_similar_categories_no_collection(self, mock_embedding):
    method test_get_cached_embedding_exists (line 482) | def test_get_cached_embedding_exists(self):
    method test_get_cached_embedding_not_exists (line 534) | def test_get_cached_embedding_not_exists(self):
    method test_get_cached_embedding_no_collection (line 576) | def test_get_cached_embedding_no_collection(self):
    method test_add_category_success (line 616) | def test_add_category_success(self, mock_category, mock_embedding):
    method test_add_category_no_collection (line 673) | def test_add_category_no_collection(self, mock_category, mock_embedding):
    method test_has_category_exists (line 709) | def test_has_category_exists(self):
    method test_has_category_not_exists (line 754) | def test_has_category_not_exists(self):
    method test_get_collection_info_success (line 796) | def test_get_collection_info_success(self):
    method test_get_collection_info_no_collection (line 846) | def test_get_collection_info_no_collection(self):
    method test_is_available_true (line 882) | def test_is_available_true(self):
    method test_is_available_false_file_not_found (line 920) | def test_is_available_false_file_not_found(self):
    method test_is_available_false_collection_not_found (line 940) | def test_is_available_false_collection_not_found(self):
  class TestCategoryVectorStoreEdgeCases (line 972) | class TestCategoryVectorStoreEdgeCases:
    method test_find_similar_categories_no_distances (line 975) | def test_find_similar_categories_no_distances(self, mock_embedding):
    method test_get_cached_embedding_empty_embeddings (line 1031) | def test_get_cached_embedding_empty_embeddings(self):
    method test_get_cached_embedding_none_embeddings (line 1079) | def test_get_cached_embedding_none_embeddings(self):
    method test_build_category_cache_missing_path_metadata (line 1127) | def test_build_category_cache_missing_path_metadata(self):
    method test_validate_embedding_model_no_stored_model (line 1177) | def test_validate_embedding_model_no_stored_model(self):
    method test_add_category_with_special_characters (line 1216) | def test_add_category_with_special_characters(self, mock_embedding):
  class TestCategoryVectorStoreIntegration (line 1274) | class TestCategoryVectorStoreIntegration:
    method test_complete_workflow_simulation (line 1277) | def test_complete_workflow_simulation(self, mock_category, mock_embedd...
    method test_error_recovery_patterns (line 1350) | def test_error_recovery_patterns(self):
    method test_caching_consistency (line 1371) | def test_caching_consistency(self):

FILE: 2025-09-23-evals-for-classification/ui/analysis.py
  function analyze_pipeline_errors (line 27) | def analyze_pipeline_errors(
  function create_waffle_chart (line 117) | def create_waffle_chart(values, labels, colors, title):

FILE: 2025-09-23-evals-for-classification/ui/app.py
  function render_sidebar (line 78) | def render_sidebar():
  function render_main_content (line 149) | def render_main_content(current_data):
  function main (line 250) | def main():

FILE: 2025-09-23-evals-for-classification/ui/components.py
  function render_error_overview (line 26) | def render_error_overview(analysis):
  function render_failure_breakdown (line 76) | def render_failure_breakdown(analysis):
  function render_failed_cases_table (line 147) | def render_failed_cases_table(analysis):
  function render_error_analysis (line 188) | def render_error_analysis(ui_data, correctness_definition: CorrectnessDe...
  function _evaluate_flexible_correctness (line 241) | def _evaluate_flexible_correctness(final_path: str, ground_truth: str, c...
  function _render_test_case_header (line 262) | def _render_test_case_header(case_data: dict[str, Any], correctness_defi...
  function _collect_pipeline_categories (line 300) | def _collect_pipeline_categories(case_data: dict[str, Any]) -> set:
  function _create_pipeline_table_data (line 322) | def _create_pipeline_table_data(case_data: dict[str, Any], categories_to...
  function _render_pipeline_table (line 361) | def _render_pipeline_table(table_data: list[dict[str, Any]]):
  function render_test_case_analysis (line 395) | def render_test_case_analysis(
  function render_custom_testing (line 420) | def render_custom_testing():

FILE: 2025-09-23-evals-for-classification/ui/data_operations.py
  function get_available_saved_runs (line 15) | def get_available_saved_runs() -> List[Dict[str, Any]]:
  function load_saved_run (line 43) | def load_saved_run(run_name: str) -> Optional[Dict[str, Any]]:
  function save_current_results_as_run (line 85) | def save_current_results_as_run(run_name: str, description: str, pipelin...
  function transform_pipeline_results_for_ui (line 141) | def transform_pipeline_results_for_ui(pipeline_data: Dict[str, Any]) -> ...

FILE: 2025-09-30-dyanmic-schemas/backend/server.py
  function execute_baml_call (line 32) | async def execute_baml_call(
  function execute_baml_stream (line 43) | async def execute_baml_stream(
  function generate_baml_call (line 54) | async def generate_baml_call(
  function generate_baml_stream (line 63) | async def generate_baml_stream(
  function generate_baml (line 71) | async def generate_baml(
  function execute_baml (line 86) | async def execute_baml(
  function handle_stream (line 119) | def handle_stream(stream: BamlStream[StreamTypeVar, FinalTypeVar], to_da...
  function convert_to_base64 (line 133) | def convert_to_base64(img: PILImage):
  function read_input_content (line 138) | async def read_input_content(

FILE: 2025-09-30-dyanmic-schemas/frontend/app/layout.tsx
  function RootLayout (line 20) | function RootLayout({

FILE: 2025-09-30-dyanmic-schemas/frontend/app/page.tsx
  function Home (line 12) | function Home() {

FILE: 2025-09-30-dyanmic-schemas/frontend/components/ansii-string.tsx
  type AnsiStyles (line 4) | interface AnsiStyles {
  type Segment (line 10) | interface Segment {
  type AnsiColorTextProps (line 15) | interface AnsiColorTextProps {

FILE: 2025-09-30-dyanmic-schemas/frontend/components/error-message.tsx
  type ErrorMessageProps (line 3) | interface ErrorMessageProps {
  function ErrorMessage (line 7) | function ErrorMessage({ error }: ErrorMessageProps) {

FILE: 2025-09-30-dyanmic-schemas/frontend/components/execution-result-section.tsx
  type AnyObject (line 12) | type AnyObject = Record<string, unknown> | unknown[] | string | number |...
  type ExecutionResultSectionProps (line 14) | interface ExecutionResultSectionProps {
  function ExecutionResultSection (line 18) | function ExecutionResultSection({ executionResult }: ExecutionResultSect...
  function JsonSyntaxHighlight (line 67) | function JsonSyntaxHighlight({ json }: { json: AnyObject }) {
  function formatAsYaml (line 83) | function formatAsYaml(data: AnyObject): string {
  function PrettyPrint (line 134) | function PrettyPrint({ data, level = 0 }: { data: AnyObject; level?: num...
  function TableView (line 236) | function TableView({ data }: { data: AnyObject }) {
  function formatCellValue (line 398) | function formatCellValue(value: AnyObject, key?: string): React.ReactNode {

FILE: 2025-09-30-dyanmic-schemas/frontend/components/generated-baml-section.tsx
  type BAML (line 14) | interface BAML {
  type GeneratedBAMLSectionProps (line 19) | interface GeneratedBAMLSectionProps {
  function GeneratedBAMLSection (line 36) | function GeneratedBAMLSection({

FILE: 2025-09-30-dyanmic-schemas/frontend/components/input-section.tsx
  type InputSectionProps (line 13) | interface InputSectionProps {
  function InputSection (line 18) | function InputSection({ onGenerate, isGenerating }: InputSectionProps) {

FILE: 2025-09-30-dyanmic-schemas/frontend/components/markdown/MarkdownRenderer.tsx
  function ErrorFallback (line 26) | function ErrorFallback({ error }: { error: Error }) {
  function MarkdownRenderer (line 36) | function MarkdownRenderer({ source }: { source: string }) {
  function MarkdownContent (line 44) | function MarkdownContent({ source }: { source: string }) {

FILE: 2025-09-30-dyanmic-schemas/frontend/components/markdown/shiki-grammars.ts
  function convertTextmateToShiki (line 14) | function convertTextmateToShiki(

FILE: 2025-09-30-dyanmic-schemas/frontend/components/ui/badge.tsx
  function Badge (line 28) | function Badge({

FILE: 2025-09-30-dyanmic-schemas/frontend/components/ui/button.tsx
  function Button (line 37) | function Button({

FILE: 2025-09-30-dyanmic-schemas/frontend/components/ui/card.tsx
  function Card (line 5) | function Card({ className, ...props }: React.ComponentProps<"div">) {
  function CardHeader (line 18) | function CardHeader({ className, ...props }: React.ComponentProps<"div">) {
  function CardTitle (line 28) | function CardTitle({ className, ...props }: React.ComponentProps<"div">) {
  function CardDescription (line 38) | function CardDescription({ className, ...props }: React.ComponentProps<"...
  function CardContent (line 48) | function CardContent({ className, ...props }: React.ComponentProps<"div"...
  function CardFooter (line 58) | function CardFooter({ className, ...props }: React.ComponentProps<"div">) {

FILE: 2025-09-30-dyanmic-schemas/frontend/components/ui/input.tsx
  function Input (line 5) | function Input({ className, type, ...props }: React.ComponentProps<"inpu...

FILE: 2025-09-30-dyanmic-schemas/frontend/components/ui/separator.tsx
  function Separator (line 8) | function Separator({

FILE: 2025-09-30-dyanmic-schemas/frontend/components/ui/table.tsx
  function Table (line 7) | function Table({ className, ...props }: React.ComponentProps<"table">) {
  function TableHeader (line 22) | function TableHeader({ className, ...props }: React.ComponentProps<"thea...
  function TableBody (line 32) | function TableBody({ className, ...props }: React.ComponentProps<"tbody"...
  function TableFooter (line 42) | function TableFooter({ className, ...props }: React.ComponentProps<"tfoo...
  function TableRow (line 55) | function TableRow({ className, ...props }: React.ComponentProps<"tr">) {
  function TableHead (line 68) | function TableHead({ className, ...props }: React.ComponentProps<"th">) {
  function TableCell (line 81) | function TableCell({ className, ...props }: React.ComponentProps<"td">) {
  function TableCaption (line 94) | function TableCaption({

FILE: 2025-09-30-dyanmic-schemas/frontend/components/ui/tabs.tsx
  function Tabs (line 8) | function Tabs({
  function TabsList (line 21) | function TabsList({
  function TabsTrigger (line 37) | function TabsTrigger({
  function TabsContent (line 53) | function TabsContent({

FILE: 2025-09-30-dyanmic-schemas/frontend/components/ui/textarea.tsx
  function Textarea (line 5) | function Textarea({ className, ...props }: React.ComponentProps<"textare...

FILE: 2025-09-30-dyanmic-schemas/frontend/lib/utils.ts
  function cn (line 4) | function cn(...inputs: ClassValue[]) {
  function fetchSSE (line 17) | async function fetchSSE<PartialType, FinalType>(url: string, formData: F...

FILE: 2025-10-12-unconference-sf/dex-ralph-demo/prisma/migrations/20251012214243_init/migration.sql
  type "User" (line 2) | CREATE TABLE "User" (
  type "Session" (line 13) | CREATE TABLE "Session" (
  type "Account" (line 26) | CREATE TABLE "Account" (
  type "Verification" (line 41) | CREATE TABLE "Verification" (
  type "User" (line 51) | CREATE UNIQUE INDEX "User_email_key" ON "User"("email")
  type "Session" (line 54) | CREATE UNIQUE INDEX "Session_token_key" ON "Session"("token")
  type "Session" (line 57) | CREATE INDEX "Session_userId_idx" ON "Session"("userId")
  type "Account" (line 60) | CREATE INDEX "Account_userId_idx" ON "Account"("userId")
  type "Account" (line 63) | CREATE UNIQUE INDEX "Account_providerId_accountId_key" ON "Account"("pro...
  type "Verification" (line 66) | CREATE UNIQUE INDEX "Verification_identifier_value_key" ON "Verification...

FILE: 2025-10-12-unconference-sf/dex-ralph-demo/src/app/api/auth/[...all]/route.ts
  constant GET (line 3) | const GET = auth.handler;
  constant POST (line 4) | const POST = auth.handler;

FILE: 2025-10-12-unconference-sf/dex-ralph-demo/src/app/dashboard/page.tsx
  function DashboardPage (line 7) | async function DashboardPage() {

FILE: 2025-10-12-unconference-sf/dex-ralph-demo/src/app/dashboard/sign-out-button.tsx
  function SignOutButton (line 7) | function SignOutButton() {

FILE: 2025-10-12-unconference-sf/dex-ralph-demo/src/app/layout.tsx
  function RootLayout (line 20) | function RootLayout({

FILE: 2025-10-12-unconference-sf/dex-ralph-demo/src/app/login/page.tsx
  function LoginPage (line 7) | function LoginPage() {

FILE: 2025-10-12-unconference-sf/dex-ralph-demo/src/app/page.tsx
  function Home (line 3) | function Home() {

FILE: 2025-10-12-unconference-sf/dex-ralph-demo/src/lib/auth.ts
  type Session (line 41) | type Session = typeof auth.$Infer.Session;

FILE: 2025-10-21-agentic-rag-context-engineering/agent_runtime.py
  class AgentState (line 17) | class AgentState:
  class AgentCallbacks (line 28) | class AgentCallbacks:
  class AgentRuntime (line 39) | class AgentRuntime:
    method __init__ (line 42) | def __init__(self, state: AgentState, callbacks: Optional[AgentCallbac...
    method execute_tool (line 47) | async def execute_tool(self, tool: types.AgentTools, depth: int = 0) -...
    method execute_sub_agent (line 55) | async def execute_sub_agent(self, tool: types.AgentTool, parent_depth:...
    method run_iteration (line 146) | async def run_iteration(self, depth: int = 0) -> tuple[bool, Optional[...
    method run_loop (line 256) | async def run_loop(self, user_message: str, max_iterations: int = 999,...

FILE: 2025-10-21-agentic-rag-context-engineering/main.py
  function execute_bash (line 17) | def execute_bash(tool: types.BashTool, working_dir: str = ".") -> str:
  function execute_glob (line 42) | def execute_glob(tool: types.GlobTool, working_dir: str = ".") -> str:
  function execute_grep (line 78) | def execute_grep(tool: types.GrepTool, working_dir: str = ".") -> str:
  function execute_ls (line 128) | def execute_ls(tool: types.LSTool, working_dir: str = ".") -> str:
  function execute_read (line 160) | def execute_read(tool: types.ReadTool, working_dir: str = ".") -> str:
  function execute_edit (line 203) | def execute_edit(tool: types.EditTool, working_dir: str = ".") -> str:
  function execute_multi_edit (line 238) | def execute_multi_edit(tool: types.MultiEditTool, working_dir: str = "."...
  function execute_write (line 272) | def execute_write(tool: types.WriteTool, working_dir: str = ".") -> str:
  function execute_notebook_read (line 292) | def execute_notebook_read(tool: types.NotebookReadTool, working_dir: str...
  function execute_notebook_edit (line 319) | def execute_notebook_edit(tool: types.NotebookEditTool, working_dir: str...
  function execute_web_fetch (line 367) | def execute_web_fetch(tool: types.WebFetchTool, working_dir: str = ".") ...
  function execute_todo_read (line 398) | def execute_todo_read(tool: types.TodoReadTool, working_dir: str = ".") ...
  function execute_todo_write (line 413) | def execute_todo_write(tool: types.TodoWriteTool, working_dir: str = "."...
  function execute_web_search (line 428) | def execute_web_search(tool: types.WebSearchTool, working_dir: str = "."...
  function execute_exit_plan_mode (line 477) | def execute_exit_plan_mode(tool: types.ExitPlanModeTool, working_dir: st...
  function execute_agent (line 482) | async def execute_agent(tool: types.AgentTool) -> str:
  function execute_tool (line 496) | async def execute_tool(tool: types.AgentTools, working_dir: str = ".") -...
  function agent_loop (line 535) | async def agent_loop(user_message: str, max_iterations: int = 999, worki...
  function print_iteration (line 560) | async def print_iteration(iteration: int, depth: int) -> None:
  function print_tool_start (line 568) | async def print_tool_start(tool_name: str, params: dict, tool_idx: int, ...
  function print_tool_result (line 582) | async def print_tool_result(result: str, depth: int) -> None:
  function main (line 591) | def main():

FILE: 2025-10-21-agentic-rag-context-engineering/tui.py
  class StatusBar (line 22) | class StatusBar(Static):
    method __init__ (line 25) | def __init__(self):
    method update_status (line 31) | def update_status(self, status: str, iteration: Optional[int] = None):
    method render (line 37) | def render(self) -> Text:
  class TodoPanel (line 50) | class TodoPanel(Static):
    method render (line 53) | def render(self) -> Panel:
  class AgentLog (line 81) | class AgentLog(RichLog):
    method __init__ (line 84) | def __init__(self):
    method log_user (line 88) | def log_user(self, query: str):
    method log_iteration (line 95) | def log_iteration(self, iteration: int):
    method log_tool (line 99) | def log_tool(self, tool_name: str, params: dict):
    method log_result (line 122) | def log_result(self, result: str):
    method log_agent_reply (line 137) | def log_agent_reply(self, message: str):
    method log_error (line 144) | def log_error(self, error: str):
  class CommandInput (line 152) | class CommandInput(Input):
    method __init__ (line 155) | def __init__(self):
  class BAMMYApp (line 162) | class BAMMYApp(App):
    method __init__ (line 216) | def __init__(self, working_dir: Optional[str] = None, initial_query: O...
    method compose (line 241) | def compose(self) -> ComposeResult:
    method on_mount (line 265) | def on_mount(self) -> None:
    method on_input_submitted (line 288) | async def on_input_submitted(self, event: Input.Submitted) -> None:
    method action_reset_conversation (line 303) | def action_reset_conversation(self) -> None:
    method action_interrupt_agent (line 321) | def action_interrupt_agent(self) -> None:
    method on_iteration (line 337) | async def on_iteration(self, iteration: int, depth: int) -> None:
    method on_tool_start (line 346) | async def on_tool_start(self, tool_name: str, params: dict, tool_idx: ...
    method on_tool_result (line 355) | async def on_tool_result(self, result: str, depth: int) -> None:
    method on_agent_reply (line 373) | async def on_agent_reply(self, message: str) -> None:
    method on_status_update (line 378) | async def on_status_update(self, status: str, iteration: int) -> None:
    method on_sub_agent_start (line 385) | async def on_sub_agent_start(self, description: str, prompt: str, dept...
    method on_sub_agent_complete (line 399) | async def on_sub_agent_complete(self, result: str, depth: int) -> None:
    method process_command (line 409) | async def process_command(self, query: str) -> None:
  function run_tui (line 460) | def run_tui(working_dir: Optional[str] = None, initial_query: Optional[s...

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/prisma/migrations/20251028172009_init/migration.sql
  type "User" (line 2) | CREATE TABLE "User" (
  type "Todo" (line 11) | CREATE TABLE "Todo" (
  type "List" (line 25) | CREATE TABLE "List" (
  type "ListShare" (line 35) | CREATE TABLE "ListShare" (
  type "Comment" (line 45) | CREATE TABLE "Comment" (
  type "Reaction" (line 56) | CREATE TABLE "Reaction" (
  type "User" (line 67) | CREATE UNIQUE INDEX "User_email_key" ON "User"("email")
  type "Todo" (line 70) | CREATE INDEX "Todo_userId_idx" ON "Todo"("userId")
  type "Todo" (line 73) | CREATE INDEX "Todo_listId_idx" ON "Todo"("listId")
  type "List" (line 76) | CREATE INDEX "List_userId_idx" ON "List"("userId")
  type "ListShare" (line 79) | CREATE INDEX "ListShare_listId_idx" ON "ListShare"("listId")
  type "ListShare" (line 82) | CREATE INDEX "ListShare_userId_idx" ON "ListShare"("userId")
  type "ListShare" (line 85) | CREATE UNIQUE INDEX "ListShare_listId_userId_key" ON "ListShare"("listId...
  type "Comment" (line 88) | CREATE INDEX "Comment_todoId_idx" ON "Comment"("todoId")
  type "Comment" (line 91) | CREATE INDEX "Comment_userId_idx" ON "Comment"("userId")
  type "Reaction" (line 94) | CREATE INDEX "Reaction_todoId_idx" ON "Reaction"("todoId")
  type "Reaction" (line 97) | CREATE INDEX "Reaction_userId_idx" ON "Reaction"("userId")
  type "Reaction" (line 100) | CREATE UNIQUE INDEX "Reaction_todoId_userId_emoji_key" ON "Reaction"("to...

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/prisma/migrations/20251028183716_add_priority_to_todos/migration.sql
  type "new_Todo" (line 4) | CREATE TABLE "new_Todo" (
  type "Todo" (line 21) | CREATE INDEX "Todo_userId_idx" ON "Todo"("userId")
  type "Todo" (line 22) | CREATE INDEX "Todo_listId_idx" ON "Todo"("listId")

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/prisma/migrations/20251028190218_add_notifications/migration.sql
  type "Notification" (line 2) | CREATE TABLE "Notification" (
  type "Notification" (line 19) | CREATE INDEX "Notification_userId_idx" ON "Notification"("userId")
  type "Notification" (line 22) | CREATE INDEX "Notification_todoId_idx" ON "Notification"("todoId")
  type "Notification" (line 25) | CREATE INDEX "Notification_listId_idx" ON "Notification"("listId")
  type "Notification" (line 28) | CREATE INDEX "Notification_actorId_idx" ON "Notification"("actorId")

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/prisma/migrations/20251028191557_add_recurring_todos/migration.sql
  type "new_Todo" (line 4) | CREATE TABLE "new_Todo" (
  type "Todo" (line 25) | CREATE INDEX "Todo_userId_idx" ON "Todo"("userId")
  type "Todo" (line 26) | CREATE INDEX "Todo_listId_idx" ON "Todo"("listId")
  type "Todo" (line 27) | CREATE INDEX "Todo_parentRecurringTodoId_idx" ON "Todo"("parentRecurring...

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/prisma/migrations/20251028192204_add_attachments/migration.sql
  type "Attachment" (line 2) | CREATE TABLE "Attachment" (
  type "Attachment" (line 16) | CREATE INDEX "Attachment_todoId_idx" ON "Attachment"("todoId")
  type "Attachment" (line 19) | CREATE INDEX "Attachment_userId_idx" ON "Attachment"("userId")

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/prisma/migrations/20251028193702_add_templates/migration.sql
  type "Template" (line 2) | CREATE TABLE "Template" (
  type "Template" (line 16) | CREATE INDEX "Template_userId_idx" ON "Template"("userId")

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/prisma/migrations/20251028194458_add_email_notification_preferences/migration.sql
  type "new_User" (line 4) | CREATE TABLE "new_User" (
  type "User" (line 15) | CREATE UNIQUE INDEX "User_email_key" ON "User"("email")

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/prisma/migrations/20251028195051_add_email_digests/migration.sql
  type "new_Notification" (line 7) | CREATE TABLE "new_Notification" (
  type "Notification" (line 26) | CREATE INDEX "Notification_userId_idx" ON "Notification"("userId")
  type "Notification" (line 27) | CREATE INDEX "Notification_todoId_idx" ON "Notification"("todoId")
  type "Notification" (line 28) | CREATE INDEX "Notification_listId_idx" ON "Notification"("listId")
  type "Notification" (line 29) | CREATE INDEX "Notification_actorId_idx" ON "Notification"("actorId")

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/prisma/migrations/20251028200059_add_digest_customization/migration.sql
  type "new_User" (line 4) | CREATE TABLE "new_User" (
  type "User" (line 22) | CREATE UNIQUE INDEX "User_email_key" ON "User"("email")

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/prisma/migrations/20251028201814_add_activity_log/migration.sql
  type "ActivityLog" (line 2) | CREATE TABLE "ActivityLog" (
  type "ActivityLog" (line 17) | CREATE INDEX "ActivityLog_userId_idx" ON "ActivityLog"("userId")
  type "ActivityLog" (line 20) | CREATE INDEX "ActivityLog_todoId_idx" ON "ActivityLog"("todoId")
  type "ActivityLog" (line 23) | CREATE INDEX "ActivityLog_listId_idx" ON "ActivityLog"("listId")
  type "ActivityLog" (line 26) | CREATE INDEX "ActivityLog_createdAt_idx" ON "ActivityLog"("createdAt")

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/prisma/migrations/20251028203200_add_custom_recurrence_patterns/migration.sql
  type "new_Template" (line 4) | CREATE TABLE "new_Template" (
  type "Template" (line 25) | CREATE INDEX "Template_userId_idx" ON "Template"("userId")
  type "new_Todo" (line 26) | CREATE TABLE "new_Todo" (
  type "Todo" (line 53) | CREATE INDEX "Todo_userId_idx" ON "Todo"("userId")
  type "Todo" (line 54) | CREATE INDEX "Todo_listId_idx" ON "Todo"("listId")
  type "Todo" (line 55) | CREATE INDEX "Todo_parentRecurringTodoId_idx" ON "Todo"("parentRecurring...

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/prisma/migrations/20251029150838_add_todo_dependencies/migration.sql
  type "TodoDependency" (line 2) | CREATE TABLE "TodoDependency" (
  type "TodoDependency" (line 12) | CREATE INDEX "TodoDependency_todoId_idx" ON "TodoDependency"("todoId")
  type "TodoDependency" (line 15) | CREATE INDEX "TodoDependency_dependsOnTodoId_idx" ON "TodoDependency"("d...
  type "TodoDependency" (line 18) | CREATE UNIQUE INDEX "TodoDependency_todoId_dependsOnTodoId_key" ON "Todo...

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/actions/comments.ts
  type CommentWithUser (line 10) | interface CommentWithUser extends Comment {
  type ReactionWithUser (line 18) | interface ReactionWithUser extends Reaction {
  function requireAuth (line 26) | async function requireAuth() {
  function getTodoNotificationRecipients (line 34) | async function getTodoNotificationRecipients(
  function createComment (line 86) | async function createComment(
  function getCommentsByTodo (line 144) | async function getCommentsByTodo(
  function deleteComment (line 179) | async function deleteComment(
  function toggleReaction (line 232) | async function toggleReaction(
  function getReactionsByTodo (line 315) | async function getReactionsByTodo(todoId: string): Promise<{

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/actions/lists.ts
  type ListWithUser (line 10) | interface ListWithUser extends List {
  type CreateListInput (line 18) | interface CreateListInput {
  type UpdateListInput (line 22) | interface UpdateListInput {
  function requireAuth (line 26) | async function requireAuth() {
  function createList (line 34) | async function createList(
  function getLists (line 69) | async function getLists(): Promise<{
  function getList (line 108) | async function getList(
  function updateList (line 147) | async function updateList(
  function deleteList (line 202) | async function deleteList(
  function shareList (line 242) | async function shareList(
  function unshareList (line 326) | async function unshareList(
  function getListShares (line 374) | async function getListShares(listId: string): Promise<{
  function getCurrentUserId (line 423) | async function getCurrentUserId(): Promise<{

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/actions/templates.ts
  type CreateTemplateInput (line 13) | interface CreateTemplateInput {
  type UpdateTemplateInput (line 27) | interface UpdateTemplateInput {
  function requireAuth (line 41) | async function requireAuth() {
  function createTemplate (line 49) | async function createTemplate(
  function getTemplates (line 92) | async function getTemplates(): Promise<{
  function getTemplate (line 120) | async function getTemplate(
  function updateTemplate (line 148) | async function updateTemplate(
  function deleteTemplate (line 224) | async function deleteTemplate(

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/actions/todos.ts
  type TodoWithUser (line 19) | interface TodoWithUser extends Todo {
  type CreateTodoInput (line 27) | interface CreateTodoInput {
  type UpdateTodoInput (line 44) | interface UpdateTodoInput {
  type BatchUpdateResult (line 61) | interface BatchUpdateResult {
  type BatchDeleteResult (line 68) | interface BatchDeleteResult {
  function requireAuth (line 75) | async function requireAuth() {
  function createNextRecurringInstance (line 83) | async function createNextRecurringInstance(
  function getNotificationRecipients (line 159) | async function getNotificationRecipients(
  function createTodo (line 186) | async function createTodo(
  function getTodos (line 250) | async function getTodos(filters?: {
  function getTodo (line 335) | async function getTodo(
  function updateTodo (line 374) | async function updateTodo(
  function deleteTodo (line 588) | async function deleteTodo(
  function batchUpdateTodos (line 654) | async function batchUpdateTodos(
  function batchDeleteTodos (line 798) | async function batchDeleteTodos(
  function updateTodoStatus (line 889) | async function updateTodoStatus(
  type TodoDependency (line 896) | interface TodoDependency {
  type TodoWithDependencies (line 919) | interface TodoWithDependencies {
  function detectCircularDependency (line 924) | async function detectCircularDependency(
  function addTodoDependency (line 957) | async function addTodoDependency(
  function removeTodoDependency (line 1111) | async function removeTodoDependency(
  function getTodoDependencies (line 1224) | async function getTodoDependencies(todoId: string): Promise<{
  type TodoNodeData (line 1305) | interface TodoNodeData extends Record<string, unknown> {
  type DependencyGraphData (line 1318) | interface DependencyGraphData {
  function getDependencyGraph (line 1326) | async function getDependencyGraph(filters?: {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/activity-logs/route.ts
  function GET (line 10) | async function GET(request: Request) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/attachments/[id]/route.ts
  function GET (line 7) | async function GET(
  function DELETE (line 59) | async function DELETE(

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/attachments/route.ts
  function POST (line 6) | async function POST(request: NextRequest) {
  function GET (line 75) | async function GET(request: NextRequest) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/auth/login/route.ts
  function POST (line 4) | async function POST(request: NextRequest) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/auth/logout/route.ts
  function POST (line 4) | async function POST() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/auth/session/route.ts
  function GET (line 4) | async function GET() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/auth/verify/route.ts
  function GET (line 8) | async function GET(request: NextRequest) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/cron/send-digests/route.ts
  function POST (line 11) | async function POST() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/lists/[id]/route.ts
  type RouteContext (line 6) | interface RouteContext {
  function GET (line 10) | async function GET(_request: NextRequest, context: RouteContext) {
  function PUT (line 39) | async function PUT(request: NextRequest, context: RouteContext) {
  function DELETE (line 83) | async function DELETE(_request: NextRequest, context: RouteContext) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/lists/route.ts
  function POST (line 6) | async function POST(request: NextRequest) {
  function GET (line 42) | async function GET() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/notifications/[id]/route.ts
  type RouteContext (line 5) | interface RouteContext {
  function PATCH (line 9) | async function PATCH(_request: NextRequest, context: RouteContext) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/notifications/route.ts
  function GET (line 5) | async function GET() {
  function PATCH (line 35) | async function PATCH() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/notifications/unread-count/route.ts
  function GET (line 5) | async function GET() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/settings/notification-preferences/route.ts
  function GET (line 8) | async function GET() {
  constant VALID_FREQUENCIES (line 41) | const VALID_FREQUENCIES = ["IMMEDIATE", "DAILY", "WEEKLY", "NEVER"] as c...
  type NotificationFrequency (line 42) | type NotificationFrequency = (typeof VALID_FREQUENCIES)[number];
  function PATCH (line 44) | async function PATCH(request: NextRequest) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/todos/[id]/route.ts
  type RouteContext (line 6) | interface RouteContext {
  function GET (line 10) | async function GET(_request: NextRequest, context: RouteContext) {
  function PUT (line 39) | async function PUT(request: NextRequest, context: RouteContext) {
  function DELETE (line 110) | async function DELETE(_request: NextRequest, context: RouteContext) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/api/todos/route.ts
  function POST (line 6) | async function POST(request: NextRequest) {
  function GET (line 69) | async function GET() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/layout.tsx
  function RootLayout (line 20) | function RootLayout({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/login/page.tsx
  function LoginPage (line 8) | function LoginPage() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/page.tsx
  type ViewMode (line 17) | type ViewMode = "list" | "kanban" | "graph";
  function Home (line 19) | function Home() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/app/verify/page.tsx
  function VerifyPage (line 7) | function VerifyPage() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/activity-logs/ActivityLogList.tsx
  type ActivityLog (line 6) | interface ActivityLog {
  type ActivityLogListProps (line 27) | interface ActivityLogListProps {
  function formatTimeAgo (line 33) | function formatTimeAgo(dateString: string): string {
  function getActivityIcon (line 53) | function getActivityIcon(activityType: ActivityType): string {
  function ActivityLogList (line 100) | function ActivityLogList({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/attachments/AttachmentList.tsx
  type AttachmentListProps (line 6) | interface AttachmentListProps {
  function AttachmentList (line 11) | function AttachmentList({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/attachments/FileUpload.tsx
  type FileUploadProps (line 5) | interface FileUploadProps {
  function FileUpload (line 10) | function FileUpload({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/auth/LoginForm.tsx
  type LoginFormProps (line 5) | interface LoginFormProps {
  function LoginForm (line 9) | function LoginForm({ onSuccess }: LoginFormProps) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/auth/LogoutButton.tsx
  type LogoutButtonProps (line 6) | interface LogoutButtonProps {
  function LogoutButton (line 10) | function LogoutButton({ className = "" }: LogoutButtonProps) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/common/KeyboardShortcutsHelp.tsx
  type KeyboardShortcutsHelpProps (line 5) | interface KeyboardShortcutsHelpProps {
  type Shortcut (line 10) | interface Shortcut {
  type ShortcutCategory (line 15) | interface ShortcutCategory {
  constant SHORTCUTS (line 20) | const SHORTCUTS: ShortcutCategory[] = [
  function KeyboardShortcutsHelp (line 45) | function KeyboardShortcutsHelp({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/dependencies/DependencyList.tsx
  type DependencyListProps (line 7) | interface DependencyListProps {
  function DependencyList (line 13) | function DependencyList({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/dependencies/DependencySelector.tsx
  type DependencySelectorProps (line 7) | interface DependencySelectorProps {
  function DependencySelector (line 12) | function DependencySelector({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/graph/GraphView.tsx
  type GraphViewProps (line 30) | interface GraphViewProps {
  function GraphView (line 72) | function GraphView({ lists }: GraphViewProps) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/graph/GraphViewWrapper.tsx
  type GraphViewWrapperProps (line 7) | interface GraphViewWrapperProps {
  function GraphViewWrapper (line 11) | function GraphViewWrapper({ lists }: GraphViewWrapperProps) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/graph/TodoNode.tsx
  type TodoNodeData (line 8) | interface TodoNodeData extends Record<string, unknown> {
  constant STATUS_COLORS (line 19) | const STATUS_COLORS: Record<TodoStatus, string> = {
  constant PRIORITY_COLORS (line 26) | const PRIORITY_COLORS: Record<TodoPriority, string> = {
  constant PRIORITY_LABELS (line 34) | const PRIORITY_LABELS: Record<TodoPriority, string> = {
  function TodoNode (line 42) | function TodoNode({ data }: { data: TodoNodeData }) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/lists/ListForm.tsx
  type ListFormProps (line 7) | interface ListFormProps {
  function ListForm (line 13) | function ListForm({ list, onSuccess, onCancel }: ListFormProps) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/lists/ListItem.tsx
  type ListItemProps (line 10) | interface ListItemProps {
  function ListItem (line 16) | function ListItem({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/lists/ListManagement.tsx
  function ListManagement (line 9) | function ListManagement() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/lists/ListSelector.tsx
  type ListSelectorProps (line 7) | interface ListSelectorProps {
  function ListSelector (line 13) | function ListSelector({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/lists/ShareListForm.tsx
  type ShareListFormProps (line 6) | interface ShareListFormProps {
  function ShareListForm (line 12) | function ShareListForm({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/lists/SharedUsersList.tsx
  type Share (line 6) | interface Share {
  type SharedUsersListProps (line 15) | interface SharedUsersListProps {
  function SharedUsersList (line 20) | function SharedUsersList({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/notifications/NotificationBell.tsx
  type NotificationBellProps (line 5) | interface NotificationBellProps {
  function NotificationBell (line 9) | function NotificationBell({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/notifications/NotificationList.tsx
  type Notification (line 5) | interface Notification {
  type NotificationListProps (line 13) | interface NotificationListProps {
  function formatTimeAgo (line 17) | function formatTimeAgo(dateString: string): string {
  function NotificationList (line 37) | function NotificationList({ onClose }: NotificationListProps) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/settings/NotificationPreferences.tsx
  type NotificationPreference (line 5) | type NotificationPreference = "IMMEDIATE" | "DAILY" | "WEEKLY" | "NEVER";
  type DigestCustomization (line 7) | interface DigestCustomization {
  type NotificationPreferencesResponse (line 16) | interface NotificationPreferencesResponse {
  constant PREFERENCE_OPTIONS (line 21) | const PREFERENCE_OPTIONS: NotificationPreference[] = [
  constant PREFERENCE_DESCRIPTIONS (line 28) | const PREFERENCE_DESCRIPTIONS: Record<NotificationPreference, string> = {
  constant DIGEST_OPTION_LABELS (line 35) | const DIGEST_OPTION_LABELS: Record<keyof DigestCustomization, string> = {
  function NotificationPreferences (line 44) | function NotificationPreferences() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/templates/TemplateForm.tsx
  type TemplateFormProps (line 13) | interface TemplateFormProps {
  constant PRIORITY_OPTIONS (line 19) | const PRIORITY_OPTIONS: TodoPriority[] = [
  constant RECURRENCE_OPTIONS (line 27) | const RECURRENCE_OPTIONS: RecurrencePattern[] = [
  function TemplateForm (line 35) | function TemplateForm({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/templates/TemplateItem.tsx
  type TemplateItemProps (line 9) | interface TemplateItemProps {
  function TemplateItem (line 14) | function TemplateItem({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/templates/TemplateManagement.tsx
  function TemplateManagement (line 9) | function TemplateManagement() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/templates/TemplateSelector.tsx
  type TemplateSelectorProps (line 7) | interface TemplateSelectorProps {
  function TemplateSelector (line 14) | function TemplateSelector({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/todos/BatchActionBar.tsx
  type BatchActionBarProps (line 7) | interface BatchActionBarProps {
  constant STATUS_OPTIONS (line 18) | const STATUS_OPTIONS: TodoStatus[] = ["TODO", "DOING", "DONE", "CANCELLE...
  constant PRIORITY_OPTIONS (line 19) | const PRIORITY_OPTIONS: TodoPriority[] = [
  function BatchActionBar (line 27) | function BatchActionBar({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/todos/CommentThread.tsx
  type CommentThreadProps (line 12) | interface CommentThreadProps {
  function CommentThread (line 17) | function CommentThread({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/todos/KanbanBoard.tsx
  constant KANBAN_COLUMNS (line 19) | const KANBAN_COLUMNS: { status: TodoStatus; label: string; color: string...
  constant PRIORITY_FILTER_OPTIONS (line 34) | const PRIORITY_FILTER_OPTIONS = [
  constant DUE_DATE_FILTER_OPTIONS (line 43) | const DUE_DATE_FILTER_OPTIONS = [
  function KanbanBoard (line 51) | function KanbanBoard() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/todos/KanbanCard.tsx
  constant PRIORITY_COLORS (line 16) | const PRIORITY_COLORS: Record<TodoPriority, string> = {
  constant PRIORITY_LABELS (line 24) | const PRIORITY_LABELS: Record<TodoPriority, string> = {
  type KanbanCardProps (line 32) | interface KanbanCardProps {
  function KanbanCard (line 41) | function KanbanCard({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/todos/ReactionBar.tsx
  type ReactionBarProps (line 7) | interface ReactionBarProps {
  type GroupedReaction (line 13) | interface GroupedReaction {
  constant COMMON_EMOJIS (line 20) | const COMMON_EMOJIS = ["👍", "❤️", "😄", "😮", "😢", "🎉", "🚀", "👏"];
  function ReactionBar (line 22) | function ReactionBar({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/todos/RecurrenceSelector.tsx
  type RecurrenceSelectorProps (line 14) | interface RecurrenceSelectorProps {
  constant BASIC_PATTERNS (line 20) | const BASIC_PATTERNS: RecurrencePattern[] = [
  function RecurrenceSelector (line 28) | function RecurrenceSelector({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/todos/TodoForm.tsx
  type TodoFormProps (line 16) | interface TodoFormProps {
  constant PRIORITY_OPTIONS (line 22) | const PRIORITY_OPTIONS: TodoPriority[] = [
  constant RECURRENCE_OPTIONS (line 30) | const RECURRENCE_OPTIONS: RecurrencePattern[] = [
  function TodoForm (line 38) | function TodoForm({ todo, onSuccess, onCancel }: TodoFormProps) {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/todos/TodoItem.tsx
  type TodoItemProps (line 17) | interface TodoItemProps {
  constant STATUS_COLORS (line 25) | const STATUS_COLORS: Record<TodoStatus, string> = {
  constant PRIORITY_COLORS (line 33) | const PRIORITY_COLORS: Record<TodoPriority, string> = {
  constant PRIORITY_LABELS (line 41) | const PRIORITY_LABELS: Record<TodoPriority, string> = {
  constant STATUS_OPTIONS (line 49) | const STATUS_OPTIONS: TodoStatus[] = ["TODO", "DOING", "DONE", "CANCELLE...
  function TodoItem (line 51) | function TodoItem({

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/components/todos/TodoList.tsx
  constant STATUS_FILTER_OPTIONS (line 20) | const STATUS_FILTER_OPTIONS = [
  constant PRIORITY_FILTER_OPTIONS (line 28) | const PRIORITY_FILTER_OPTIONS = [
  constant DUE_DATE_FILTER_OPTIONS (line 37) | const DUE_DATE_FILTER_OPTIONS = [
  function TodoList (line 45) | function TodoList() {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/lib/activity-log-server.ts
  type CreateActivityLogInput (line 6) | interface CreateActivityLogInput {
  type ActivityLogWithRelations (line 15) | interface ActivityLogWithRelations {
  function createActivityLog (line 39) | async function createActivityLog(
  function getActivityLogsForTodo (line 58) | async function getActivityLogsForTodo(
  function getActivityLogsForList (line 92) | async function getActivityLogsForList(
  function getActivityLogsForUser (line 126) | async function getActivityLogsForUser(
  function getRecentActivityLogs (line 160) | async function getRecentActivityLogs(

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/lib/attachments-server.ts
  constant UPLOAD_DIR (line 7) | const UPLOAD_DIR = join(process.cwd(), "uploads");
  function ensureUploadDir (line 9) | async function ensureUploadDir() {
  function createAttachment (line 15) | async function createAttachment(params: {
  function getAttachments (line 67) | async function getAttachments(todoId: string): Promise<{
  function getAttachment (line 100) | async function getAttachment(id: string): Promise<{
  function deleteAttachment (line 134) | async function deleteAttachment(id: string): Promise<{

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/lib/auth-server.ts
  type Session (line 10) | interface Session {
  type MagicLinkTokenPayload (line 16) | interface MagicLinkTokenPayload {
  constant SESSION_COOKIE (line 21) | const SESSION_COOKIE = "session_token";
  constant SESSION_DURATION (line 22) | const SESSION_DURATION = 7 * 24 * 60 * 60 * 1000;
  constant TOKEN_DURATION (line 23) | const TOKEN_DURATION = 15 * 60;
  function createMagicToken (line 25) | function createMagicToken(email: string): string {
  function verifyMagicToken (line 33) | function verifyMagicToken(token: string): string | null {
  function findOrCreateUser (line 45) | async function findOrCreateUser(email: string): Promise<User> {
  function createSession (line 57) | async function createSession(
  function getSession (line 79) | async function getSession(): Promise<Session | null> {
  function deleteSession (line 94) | async function deleteSession(): Promise<void> {
  function sendMagicLink (line 99) | async function sendMagicLink(

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/lib/auth.ts
  constant USER_KEY (line 5) | const USER_KEY = "auth_user";
  function getUser (line 7) | function getUser(): User | null {
  function setUser (line 13) | function setUser(user: User): void {
  function clearUser (line 18) | function clearUser(): void {
  function isAuthenticated (line 23) | function isAuthenticated(): boolean {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/lib/comments-server.ts
  function createComment (line 10) | async function createComment(
  function getCommentsByTodo (line 51) | async function getCommentsByTodo(
  function deleteComment (line 78) | async function deleteComment(
  function toggleReaction (line 117) | async function toggleReaction(
  function getReactionsByTodo (line 163) | async function getReactionsByTodo(

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/lib/config.ts
  type Config (line 1) | interface Config {
  function getEnvVar (line 18) | function getEnvVar(key: string): string {
  function getEnvVarWithDefault (line 26) | function getEnvVarWithDefault(key: string, defaultValue: string): string {
  function loadConfig (line 30) | function loadConfig(): Config {

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/lib/digest-notifications-server.ts
  type UnsentNotificationsResult (line 4) | interface UnsentNotificationsResult {
  type MarkDigestedResult (line 10) | interface MarkDigestedResult {
  type UpdateDigestResult (line 16) | interface UpdateDigestResult {
  type GroupedNotifications (line 21) | interface GroupedNotifications {
  function getUnsentDigestNotifications (line 25) | async function getUnsentDigestNotifications(
  function markNotificationsAsDigested (line 60) | async function markNotificationsAsDigested(
  function shouldSendDailyDigest (line 85) | function shouldSendDailyDigest(lastDigestSentAt: Date | null): boolean {
  function shouldSendWeeklyDigest (line 97) | function shouldSendWeeklyDigest(lastDigestSentAt: Date | null): boolean {
  function updateLastDigestSentAt (line 109) | async function updateLastDigestSentAt(
  function groupNotificationsByType (line 130) | function groupNotificationsByType(

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/lib/email-digests.ts
  function getResend (line 7) | function getResend(): Resend {
  type GroupedNotifications (line 14) | interface GroupedNotifications {
  function groupNotificationsByType (line 23) | function groupNotificationsByType(
  function getNotificationTypeLabel (line 42) | function getNotificationTypeLabel(type: NotificationType): string {
  function getNotificationTypeColor (line 54) | function getNotificationTypeColor(type: NotificationType): string {
  function getSummaryStats (line 66) | function getSummaryStats(grouped: GroupedNotifications): string[] {
  function buildNotificationSectionHtml (line 103) | function buildNotificationSectionHtml(
  function getDigestEmailHtml (line 135) | function getDigestEmailHtml(
  function buildNotificationSectionText (line 188) | function buildNotificationSectionText(
  function getDigestEmailText (line 207) | function getDigestEmailText(
  function sendDigestEmail (line 245) | async function sendDigestEmail(

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/lib/email-notifications.ts
  function getResend (line 8) | function getResend(): Resend {
  function getTodoCreatedHtml (line 16) | function getTodoCreatedHtml(
  function getTodoCreatedText (line 54) | function getTodoCreatedText(
  function getTodoUpdatedHtml (line 73) | function getTodoUpdatedHtml(
  function getTodoUpdatedText (line 111) | function getTodoUpdatedText(
  function getTodoDeletedHtml (line 130) | function getTodoDeletedHtml(
  function getTodoDeletedText (line 168) | function getTodoDeletedText(
  function getTodoCommentedHtml (line 187) | function getTodoCommentedHtml(
  function getTodoCommentedText (line 225) | function getTodoCommentedText(
  function getTodoReactedHtml (line 244) | function getTodoReactedHtml(
  function getTodoReactedText (line 282) | function getTodoReactedText(
  function getListSharedHtml (line 301) | function getListSharedHtml(
  function getListSharedText (line 339) | function getListSharedText(
  function sendTodoCreatedNotification (line 358) | async function sendTodoCreatedNotification(
  function sendTodoUpdatedNotification (line 385) | async function sendTodoUpdatedNotification(
  function sendTodoDeletedNotification (line 412) | async function sendTodoDeletedNotification(
  function sendTodoCommentedNotification (line 439) | async function sendTodoCommentedNotification(
  function sendTodoReactedNotification (line 466) | async function sendTodoReactedNotification(
  function sendListSharedNotification (line 493) | async function sendListSharedNotification(
  function sendNotification (line 521) | async function sendNotification(
  function shouldSendDailyDigest (line 559) | function shouldSendDailyDigest(lastDigestSentAt: Date | null): boolean {
  function shouldSendWeeklyDigest (line 569) | function shouldSendWeeklyDigest(lastDigestSentAt: Date | null): boolean {
  function getUnsentDigestNotifications (line 579) | async function getUnsentDigestNotifications(userId: string) {
  function getDigestEmailHtml (line 589) | function getDigestEmailHtml(
  function getDigestEmailText (line 636) | function getDigestEmailText(
  function sendDigestEmail (line 661) | async function sendDigestEmail(
  function markNotificationsAsDigested (line 695) | async function markNotificationsAsDigested(

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/lib/email.ts
  function getResend (line 8) | function getResend(): Resend {
  function getMagicLinkEmailTemplate (line 15) | function getMagicLinkEmailTemplate(magicLink: string): string {
  function getMagicLinkEmailText (line 52) | function getMagicLinkEmailText(magicLink: string): string {
  function getNotificationEmailTemplate (line 64) | function getNotificationEmailTemplate(
  function getNotificationEmailText (line 97) | function getNotificationEmailText(message: string, actionUrl: string): s...
  function getNotificationEmailSubject (line 107) | function getNotificationEmailSubject(
  function sendMagicLinkEmail (line 121) | async function sendMagicLinkEmail(
  function sendNotificationEmail (line 157) | async function sendNotificationEmail(

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/lib/hooks/useKeyboardShortcuts.ts
  type KeyboardShortcutHandler (line 3) | type KeyboardShortcutHandler = (event: KeyboardEvent) => void;
  type KeyboardShortcutConfig (line 5) | interface KeyboardShortcutConfig {
  type UseKeyboardShortcutsOptions (line 9) | interface UseKeyboardShortcutsOptions {
  function useKeyboardShortcuts (line 65) | function useKeyboardShortcuts(

FILE: 2025-10-28-ralph-wiggum-coding-agent-power-tools/webapp/src/lib/lists-server.ts
  function createList (line 12) | async function createList(
  function getList (line 33) | async function getLis

[
  {
    "path": ".claude/commands/complete_episode.md",
    "chars": 6686,
    "preview": "# Complete Episode Command\n\nThis command updates episode documentation and writes an email after completing a live sessi"
  },
  {
    "path": ".claude/commands/email_prep.md",
    "chars": 3543,
    "preview": "# Email Generation Command\n\n## Step 1: Determine Target Directory\nIf this command is invoked with no arguments, ask the "
  },
  {
    "path": ".claude/commands/episode_prep.md",
    "chars": 4902,
    "preview": "---\nname: episode_prep\ndescription: prepare an episode\n---\n\n# Episode Prep Command\n\nThis command prepares the documentat"
  },
  {
    "path": ".claude/commands/find_clips.md",
    "chars": 1507,
    "preview": "# Find Clips Command\n\nThis command runs a CLI that finds clippable content after completing a live session.\n\n## Overview"
  },
  {
    "path": ".claude/commands/socials.md",
    "chars": 1174,
    "preview": "\n\n6. **Socials**\n   - create a socials.md file in the just-completed episode folder with Twitter posts based on the whit"
  },
  {
    "path": ".claude/commands/suggest_titles.md",
    "chars": 1728,
    "preview": "# Suggest Titles Command\n\nThis command runs a CLI that suggests episode titles from a transcript after completing a live"
  },
  {
    "path": ".envrc",
    "chars": 12,
    "preview": "dotenv .env\n"
  },
  {
    "path": ".gitignore",
    "chars": 2201,
    "preview": "# macOS\n.DS_Store\n\n# baml\nbaml_client/\ntools/.env\n\n\n# Byte-compiled / optimized / DLL files\n__pycache__/\n*.py[cod]\n*$py."
  },
  {
    "path": ".vscode/settings.json",
    "chars": 1046,
    "preview": "{\n    \"python.analysis.typeCheckingMode\": \"basic\",\n    \"workbench.colorCustomizations\": {\n        \"activityBar.activeBac"
  },
  {
    "path": "2025-03-31-large-scale-classification/.vscode/settings.json",
    "chars": 51,
    "preview": "{\n    \"python.analysis.typeCheckingMode\": \"basic\"\n}"
  },
  {
    "path": "2025-03-31-large-scale-classification/README.md",
    "chars": 2233,
    "preview": "\n# 🦄 large scale classification\n\n> ​llms are great at classification from 5, 10, maybe even 50 categories. but how do we"
  },
  {
    "path": "2025-03-31-large-scale-classification/baml_src/clients.baml",
    "chars": 1481,
    "preview": "// Learn more about clients at https://docs.boundaryml.com/docs/snippets/clients/overview\n\nclient<llm> CustomGPT4o {\n  p"
  },
  {
    "path": "2025-03-31-large-scale-classification/baml_src/generators.baml",
    "chars": 799,
    "preview": "// This helps use auto generate libraries you can use in the language of\n// your choice. You can have multiple generator"
  },
  {
    "path": "2025-03-31-large-scale-classification/baml_src/pick_best_category.baml",
    "chars": 980,
    "preview": "enum Category {\n    @@dynamic\n}\n\nfunction PickBestCategories(text: string, count: int) -> Category[] {\n    client \"opena"
  },
  {
    "path": "2025-03-31-large-scale-classification/baml_src/resume.baml",
    "chars": 904,
    "preview": "// Defining a data model.\nclass Resume {\n  name string\n  email string\n  experience string[]\n  skills string[]\n}\n\n// Crea"
  },
  {
    "path": "2025-03-31-large-scale-classification/hello.py",
    "chars": 5029,
    "preview": "import dotenv\nimport openai\nimport numpy as np\nfrom baml_client import b\nfrom baml_client.type_builder import TypeBuilde"
  },
  {
    "path": "2025-03-31-large-scale-classification/meta.md",
    "chars": 586,
    "preview": "---\nguid: aitw-001\ntitle: S01E01 – Large Scale Classification\ndescription: LLMs are great at classification from 5, 10, "
  },
  {
    "path": "2025-03-31-large-scale-classification/pyproject.toml",
    "chars": 266,
    "preview": "[project]\nname = \"large-scale-classification\"\nversion = \"0.1.0\"\ndescription = \"Add your description here\"\nreadme = \"READ"
  },
  {
    "path": "2025-03-31-large-scale-classification/tools.json",
    "chars": 100999,
    "preview": "{\n  \"e2b__run_code\": {\n    \"name\": \"e2b__run_code\",\n    \"description\": \"Run python code in a secure sandbox by E2B. Usin"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/.gitignore",
    "chars": 480,
    "preview": "# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.\n\n# dependencies\n/node_modules\n/.pn"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/README.md",
    "chars": 1850,
    "preview": "\n# 🦄 reasoning models vs reasoning prompts\n\n> models can reason but you can also reason within a prompt. which technique"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/baml_src/chat_with_graph.baml",
    "chars": 10161,
    "preview": "class Message {\n    role \"user\" | \"assistant\" | \"tool\"\n    content string\n}\n\nclass GraphQuery {\n    action \"graph_query\""
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/baml_src/clients.baml",
    "chars": 1481,
    "preview": "// Learn more about clients at https://docs.boundaryml.com/docs/snippets/clients/overview\n\nclient<llm> CustomGPT4o {\n  p"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/baml_src/generators.baml",
    "chars": 798,
    "preview": "// This helps use auto generate libraries you can use in the language of\n// your choice. You can have multiple generator"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/baml_src/resume.baml",
    "chars": 904,
    "preview": "// Defining a data model.\nclass Resume {\n  name string\n  email string\n  experience string[]\n  skills string[]\n}\n\n// Crea"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/eslint.config.mjs",
    "chars": 393,
    "preview": "import { dirname } from \"path\";\nimport { fileURLToPath } from \"url\";\nimport { FlatCompat } from \"@eslint/eslintrc\";\n\ncon"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/meta.md",
    "chars": 584,
    "preview": "---\nguid: aitw-002\ntitle: S01E02 – Reasoning Models vs Reasoning Prompts\ndescription: Models can reason but you can also"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/next.config.ts",
    "chars": 204,
    "preview": "import { withBaml } from '@boundaryml/baml-nextjs-plugin';\nimport type { NextConfig } from \"next\";\n\nconst nextConfig: Ne"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/package.json",
    "chars": 812,
    "preview": "{\n  \"name\": \"2025-04-07-reasoning-models-vs-prompts\",\n  \"version\": \"0.1.0\",\n  \"private\": true,\n  \"scripts\": {\n    \"dev\":"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/postcss.config.mjs",
    "chars": 81,
    "preview": "const config = {\n  plugins: [\"@tailwindcss/postcss\"],\n};\n\nexport default config;\n"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/src/actions/chat.ts",
    "chars": 4595,
    "preview": "\"use server\";\n\nimport { moviesSchema } from \"@/lib/graphSchema\";\nimport { Neo4jSession } from \"@/lib/neo4j\";\nimport { b "
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/src/app/globals.css",
    "chars": 488,
    "preview": "@import \"tailwindcss\";\n\n:root {\n  --background: #ffffff;\n  --foreground: #171717;\n}\n\n@theme inline {\n  --color-backgroun"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/src/app/layout.tsx",
    "chars": 713,
    "preview": "import type { Metadata } from \"next\";\nimport { Geist, Geist_Mono } from \"next/font/google\";\nimport \"./globals.css\";\n\ncon"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/src/app/page.tsx",
    "chars": 202,
    "preview": "import App from \"@/components/App\";\n\nexport default function Home() {\n  return (\n    <div className=\"min-h-screen p-8 sm"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/src/components/App.tsx",
    "chars": 10941,
    "preview": "\"use client\";\nimport { useState, useRef, useEffect } from \"react\";\nimport { streamChatResponse } from \"@/actions/chat\";\n"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/src/lib/fakeResponse.ts",
    "chars": 1531,
    "preview": "import { ChatMessage } from \"@/actions/chat\"\n\nexport type ReplyResponse = {\n    action: \"reply\";\n    content: string;\n}\n"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/src/lib/graphSchema.ts",
    "chars": 8172,
    "preview": "export const moviesSchema = `\n{\n  \"nodes\": [\n    {\n      \"name\": \"_Bloom_Perspective_\",\n      \"indexes\": [],\n      \"cons"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/src/lib/neo4j.ts",
    "chars": 794,
    "preview": "import neo4j, { type Driver, type Session } from 'neo4j-driver';\n\nlet driver: Driver | null = null;\n\nfunction getNeo4jDr"
  },
  {
    "path": "2025-04-07-reasoning-models-vs-prompts/tsconfig.json",
    "chars": 602,
    "preview": "{\n  \"compilerOptions\": {\n    \"target\": \"ES2017\",\n    \"lib\": [\"dom\", \"dom.iterable\", \"esnext\"],\n    \"allowJs\": true,\n    "
  },
  {
    "path": "2025-04-15-code-generation-small-models/README.md",
    "chars": 1995,
    "preview": "\n# 🦄 code generation with small models\n\n> large models can do a lot, but so can small models. we'll discuss techniques f"
  },
  {
    "path": "2025-04-15-code-generation-small-models/agent/README.md",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "2025-04-15-code-generation-small-models/agent/baml_src/clients.baml",
    "chars": 1660,
    "preview": "// Learn more about clients at https://docs.boundaryml.com/docs/snippets/clients/overview\n\nclient<llm> CustomGPT4o {\n  p"
  },
  {
    "path": "2025-04-15-code-generation-small-models/agent/baml_src/generate_diff.baml",
    "chars": 3767,
    "preview": "class Diff {\n    update_notes string[]\n    updated_code string[] @description(#\"\n        use triple backticks to allow f"
  },
  {
    "path": "2025-04-15-code-generation-small-models/agent/baml_src/generators.baml",
    "chars": 799,
    "preview": "// This helps use auto generate libraries you can use in the language of\n// your choice. You can have multiple generator"
  },
  {
    "path": "2025-04-15-code-generation-small-models/agent/baml_src/resume.baml",
    "chars": 904,
    "preview": "// Defining a data model.\nclass Resume {\n  name string\n  email string\n  experience string[]\n  skills string[]\n}\n\n// Crea"
  },
  {
    "path": "2025-04-15-code-generation-small-models/agent/hello.py",
    "chars": 424,
    "preview": "import ast\n\ndef find_imports(code: str) -> list[str]:\n    tree = ast.parse(code)\n    for node in ast.walk(tree):\n       "
  },
  {
    "path": "2025-04-15-code-generation-small-models/agent/pyproject.toml",
    "chars": 230,
    "preview": "[project]\nname = \"2025-04-15-code-generation-small-models\"\nversion = \"0.1.0\"\ndescription = \"Add your description here\"\nr"
  },
  {
    "path": "2025-04-15-code-generation-small-models/agent/test_utils.py",
    "chars": 599,
    "preview": "from utils import load_files, walk_directory\n\ndef test_load_files():\n    # Test loading specific files\n    files = load_"
  },
  {
    "path": "2025-04-15-code-generation-small-models/agent/utils.py",
    "chars": 2035,
    "preview": "import os\nfrom pathlib import Path\nfrom typing import Dict, List, Set, Union\n\n# Common patterns to ignore\nDEFAULT_IGNORE"
  },
  {
    "path": "2025-04-15-code-generation-small-models/meta.md",
    "chars": 598,
    "preview": "---\nguid: aitw-003\ntitle: S01E03 – Code Generation with Small Models\ndescription: Large models can do a lot, but so can "
  },
  {
    "path": "2025-04-15-code-generation-small-models/project/README.md",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "2025-04-15-code-generation-small-models/project/calculator.py",
    "chars": 941,
    "preview": "\"\"\"Core calculator logic handling operations and memory.\"\"\"\n\nfrom operations import add, subtract, multiply, divide\n\ncla"
  },
  {
    "path": "2025-04-15-code-generation-small-models/project/hello.py",
    "chars": 85,
    "preview": "def main():\n    print(\"Hello from project!\")\n\n\nif __name__ == \"__main__\":\n    main()\n"
  },
  {
    "path": "2025-04-15-code-generation-small-models/project/interface.py",
    "chars": 2552,
    "preview": "\"\"\"User interface for the calculator application.\"\"\"\n\nfrom calculator import Calculator\n\nclass CalculatorInterface:\n    "
  },
  {
    "path": "2025-04-15-code-generation-small-models/project/main.py",
    "chars": 209,
    "preview": "\"\"\"Main entry point for the calculator application.\"\"\"\n\nfrom interface import CalculatorInterface\n\ndef main():\n    calcu"
  },
  {
    "path": "2025-04-15-code-generation-small-models/project/operations.py",
    "chars": 470,
    "preview": "\"\"\"Basic mathematical operations for the calculator.\"\"\"\n\ndef add(a: float, b: float) -> float:\n    \"\"\"Add two numbers.\"\""
  },
  {
    "path": "2025-04-15-code-generation-small-models/project/pyproject.toml",
    "chars": 153,
    "preview": "[project]\nname = \"project\"\nversion = \"0.1.0\"\ndescription = \"Add your description here\"\nreadme = \"README.md\"\nrequires-pyt"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/README.md",
    "chars": 1571,
    "preview": "\n# Building a 12 Factor Agent \n\n> In this episode, we dove deep on the theory behind 12 factor agents, before getting ha"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/final/baml_src/agent.baml",
    "chars": 2837,
    "preview": "// human tools are async requests to a human\ntype HumanTools = ClarificationRequest | DoneForNow\n\nclass ClarificationReq"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/final/baml_src/clients.baml",
    "chars": 1481,
    "preview": "// Learn more about clients at https://docs.boundaryml.com/docs/snippets/clients/overview\n\nclient<llm> CustomGPT4o {\n  p"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/final/baml_src/generators.baml",
    "chars": 795,
    "preview": "// This helps use auto generate libraries you can use in the language of\n// your choice. You can have multiple generator"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/final/baml_src/tool_calculator.baml",
    "chars": 390,
    "preview": "type CalculatorTools = AddTool | SubtractTool | MultiplyTool | DivideTool\n\n\nclass AddTool {\n    intent \"add\"\n    a int |"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/final/package.json",
    "chars": 965,
    "preview": "{\n  \"name\": \"my-agent\",\n  \"version\": \"0.1.0\",\n  \"private\": true,\n  \"scripts\": {\n    \"dev\": \"tsx src/index.ts\",\n    \"buil"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/final/src/agent.ts",
    "chars": 2843,
    "preview": "import { AddTool, SubtractTool, DivideTool, MultiplyTool, b } from \"../baml_client\";\n\nexport interface Event {\n    type:"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/final/src/cli.ts",
    "chars": 1556,
    "preview": "// cli.ts lets you invoke the agent loop from the command line\n\nimport { agentLoop, Thread, Event } from \"../src/agent\";"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/final/src/index.ts",
    "chars": 175,
    "preview": "import { cli } from \"./cli\"\n\nasync function hello(): Promise<void> {\n    console.log('hello, world!')\n}\n\nasync function "
  },
  {
    "path": "2025-04-22-twelve-factor-agents/final/src/server.ts",
    "chars": 2001,
    "preview": "import express from 'express';\nimport { Thread, agentLoop } from '../src/agent';\nimport { ThreadStore } from '../src/sta"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/final/src/state.ts",
    "chars": 578,
    "preview": "import crypto from 'crypto';\nimport { Thread } from '../src/agent';\n\n\n// you can replace this with any simple state mana"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/final/tsconfig.json",
    "chars": 546,
    "preview": "{\n  \"compilerOptions\": {\n    \"target\": \"ES2017\",\n    \"lib\": [\"esnext\"],\n    \"allowJs\": true,\n    \"skipLibCheck\": true,\n "
  },
  {
    "path": "2025-04-22-twelve-factor-agents/meta.md",
    "chars": 544,
    "preview": "---\nguid: aitw-004\ntitle: S01E04 – Twelve Factor Agents\ndescription: Learn how to build production-ready AI agents using"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/hack/restore-walkthrough.ts",
    "chars": 4053,
    "preview": "import * as fs from 'fs';\nimport * as path from 'path';\nimport chalk from 'chalk';\n\n// Extract file operations from a ch"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/hack/run-walkthrough.ts",
    "chars": 12446,
    "preview": "import { execSync, spawn } from 'child_process';\nimport * as fs from 'fs';\nimport * as path from 'path';\nimport * as rea"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/package.json",
    "chars": 965,
    "preview": "{\n  \"name\": \"my-agent\",\n  \"version\": \"0.1.0\",\n  \"private\": true,\n  \"scripts\": {\n    \"dev\": \"tsx src/index.ts\",\n    \"buil"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/tsconfig.json",
    "chars": 546,
    "preview": "{\n  \"compilerOptions\": {\n    \"target\": \"ES2017\",\n    \"lib\": [\"esnext\"],\n    \"allowJs\": true,\n    \"skipLibCheck\": true,\n "
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/00-index.ts",
    "chars": 148,
    "preview": "async function hello(): Promise<void> {\n    console.log('hello, world!')\n}\n\nasync function main() {\n    await hello()\n}\n"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/01-agent.baml",
    "chars": 606,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Don"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/01-agent.ts",
    "chars": 920,
    "preview": "import { b } from \"../baml_client\";\n\n// tool call or a respond to human tool\ntype AgentResponse = Awaited<ReturnType<typ"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/01-cli.ts",
    "chars": 758,
    "preview": "// cli.ts lets you invoke the agent loop from the command line\n\nimport { agentLoop, Thread, Event } from \"./agent\";\n\nexp"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/01-index.ts",
    "chars": 175,
    "preview": "import { cli } from \"./cli\"\n\nasync function hello(): Promise<void> {\n    console.log('hello, world!')\n}\n\nasync function "
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/02-agent.baml",
    "chars": 624,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Cal"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/02-tool_calculator.baml",
    "chars": 390,
    "preview": "type CalculatorTools = AddTool | SubtractTool | MultiplyTool | DivideTool\n\n\nclass AddTool {\n    intent \"add\"\n    a int |"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/03-agent.ts",
    "chars": 1562,
    "preview": "import { b } from \"../baml_client\";\n\n// tool call or a respond to human tool\ntype AgentResponse = Awaited<ReturnType<typ"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/03b-agent.ts",
    "chars": 2565,
    "preview": "import { AddTool, SubtractTool, DivideTool, MultiplyTool, b } from \"../baml_client\";\n\nexport interface Event {\n    type:"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/04-agent.baml",
    "chars": 806,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Cal"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/04b-agent.baml",
    "chars": 917,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Cal"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/04c-agent.baml",
    "chars": 1966,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Cal"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/05-agent.baml",
    "chars": 2292,
    "preview": "// human tools are async requests to a human\ntype HumanTools = ClarificationRequest | DoneForNow\n\nclass ClarificationReq"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/05-agent.ts",
    "chars": 2600,
    "preview": "import { AddTool, SubtractTool, DivideTool, MultiplyTool, b } from \"../baml_client\";\n\nexport interface Event {\n    type:"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/05-cli.ts",
    "chars": 1556,
    "preview": "// cli.ts lets you invoke the agent loop from the command line\n\nimport { agentLoop, Thread, Event } from \"../src/agent\";"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/05b-agent.baml",
    "chars": 3162,
    "preview": "// human tools are async requests to a human\ntype HumanTools = ClarificationRequest | DoneForNow\n\nclass ClarificationReq"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/05c-agent.baml",
    "chars": 3174,
    "preview": "// human tools are async requests to a human\ntype HumanTools = ClarificationRequest | DoneForNow\n\nclass ClarificationReq"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/06-agent.baml",
    "chars": 3296,
    "preview": "// human tools are async requests to a human\ntype HumanTools = ClarificationRequest | DoneForNow\n\nclass ClarificationReq"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/07-agent.ts",
    "chars": 2609,
    "preview": "import { AddTool, SubtractTool, DivideTool, MultiplyTool, b } from \"../baml_client\";\n\nexport interface Event {\n    type:"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/07b-agent.ts",
    "chars": 2843,
    "preview": "import { AddTool, SubtractTool, DivideTool, MultiplyTool, b } from \"../baml_client\";\n\nexport interface Event {\n    type:"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/07c-agent.baml",
    "chars": 2837,
    "preview": "// human tools are async requests to a human\ntype HumanTools = ClarificationRequest | DoneForNow\n\nclass ClarificationReq"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/08-server.ts",
    "chars": 687,
    "preview": "import express from 'express';\nimport { Thread, agentLoop } from '../src/agent';\n\nconst app = express();\napp.use(express"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/09-server.ts",
    "chars": 2001,
    "preview": "import express from 'express';\nimport { Thread, agentLoop } from '../src/agent';\nimport { ThreadStore } from '../src/sta"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/09-state.ts",
    "chars": 578,
    "preview": "import crypto from 'crypto';\nimport { Thread } from '../src/agent';\n\n\n// you can replace this with any simple state mana"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/10-agent.ts",
    "chars": 2687,
    "preview": "import { AddTool, SubtractTool, DivideTool, MultiplyTool, b } from \"../baml_client\";\n\nexport interface Event {\n    type:"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough/10-server.ts",
    "chars": 2960,
    "preview": "import express from 'express';\nimport { Thread, agentLoop } from '../src/agent';\nimport { ThreadStore } from '../src/sta"
  },
  {
    "path": "2025-04-22-twelve-factor-agents/step-by-step/walkthrough.md",
    "chars": 7232,
    "preview": "### Building the 12-factor agent template from scratch\n\nSteps to start from an bare TS repo and build up a 12-factor age"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/README.md",
    "chars": 2409,
    "preview": "\n## Building 12 Factor Agents - AI That Works Live NYC\n\nThis doc will serve as the source of truth for the event - check"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/meta.md",
    "chars": 640,
    "preview": "---\nguid: aitw-workshop-nyc\ntitle: Workshop NYC – Twelve Factor Agents\ndescription: Live workshop in NYC on building 12 "
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/00-hello-world/README.md",
    "chars": 2667,
    "preview": "# Chapter 0 - Hello World\n\nLet's start with a basic TypeScript setup and a hello world program.\n\nThis guide is written i"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/00-hello-world/walkthrough/00-.gitignore",
    "chars": 27,
    "preview": "baml_client/\nnode_modules/\n"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/00-hello-world/walkthrough/00-index.ts",
    "chars": 148,
    "preview": "async function hello(): Promise<void> {\n    console.log('hello, world!')\n}\n\nasync function main() {\n    await hello()\n}\n"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/00-hello-world/walkthrough/00-package.json",
    "chars": 422,
    "preview": "{\n    \"name\": \"my-agent\",\n    \"version\": \"0.1.0\",\n    \"private\": true,\n    \"scripts\": {\n      \"dev\": \"tsx src/index.ts\","
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/00-hello-world/walkthrough/00-tsconfig.json",
    "chars": 592,
    "preview": "{\n    \"compilerOptions\": {\n      \"target\": \"ES2017\",\n      \"lib\": [\"esnext\"],\n      \"allowJs\": true,\n      \"skipLibCheck"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/.gitignore",
    "chars": 27,
    "preview": "baml_client/\nnode_modules/\n"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/README.md",
    "chars": 4688,
    "preview": "# Chapter 1 - CLI and Agent Loop\n\nNow let's add BAML and create our first agent with a CLI interface.\n\nFirst, we'll need"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/package.json",
    "chars": 423,
    "preview": "{\n    \"name\": \"my-agent\",\n    \"version\": \"0.1.0\",\n    \"private\": true,\n    \"scripts\": {\n      \"dev\": \"tsx src/index.ts\","
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/src/index.ts",
    "chars": 148,
    "preview": "async function hello(): Promise<void> {\n    console.log('hello, world!')\n}\n\nasync function main() {\n    await hello()\n}\n"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/tsconfig.json",
    "chars": 592,
    "preview": "{\n    \"compilerOptions\": {\n      \"target\": \"ES2017\",\n      \"lib\": [\"esnext\"],\n      \"allowJs\": true,\n      \"skipLibCheck"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/walkthrough/01-agent.baml",
    "chars": 606,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Don"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/walkthrough/01-agent.ts",
    "chars": 920,
    "preview": "import { b } from \"../baml_client\";\n\n// tool call or a respond to human tool\ntype AgentResponse = Awaited<ReturnType<typ"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/walkthrough/01-cli.ts",
    "chars": 758,
    "preview": "// cli.ts lets you invoke the agent loop from the command line\n\nimport { agentLoop, Thread, Event } from \"./agent\";\n\nexp"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/01-cli-and-agent/walkthrough/01-index.ts",
    "chars": 175,
    "preview": "import { cli } from \"./cli\"\n\nasync function hello(): Promise<void> {\n    console.log('hello, world!')\n}\n\nasync function "
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/README.md",
    "chars": 1197,
    "preview": "## NYC workshop pre-requisites\n\n\nThis folder contains the pre-requisites for the NYC workshop on 2025-05-10\n\n\n### the fa"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/.gitignore",
    "chars": 27,
    "preview": "baml_client/\nnode_modules/\n"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/README.md",
    "chars": 112,
    "preview": "# Final state\n\nThis repo is the final state of the codebase after completing all the steps in `01-cli-and-agent`"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/baml_src/agent.baml",
    "chars": 606,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Don"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/baml_src/clients.baml",
    "chars": 1481,
    "preview": "// Learn more about clients at https://docs.boundaryml.com/docs/snippets/clients/overview\n\nclient<llm> CustomGPT4o {\n  p"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/baml_src/generators.baml",
    "chars": 795,
    "preview": "// This helps use auto generate libraries you can use in the language of\n// your choice. You can have multiple generator"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/package.json",
    "chars": 472,
    "preview": "{\n    \"name\": \"my-agent\",\n    \"version\": \"0.1.0\",\n    \"private\": true,\n    \"scripts\": {\n        \"dev\": \"tsx src/index.ts"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/src/agent.ts",
    "chars": 920,
    "preview": "import { b } from \"../baml_client\";\n\n// tool call or a respond to human tool\ntype AgentResponse = Awaited<ReturnType<typ"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/src/cli.ts",
    "chars": 758,
    "preview": "// cli.ts lets you invoke the agent loop from the command line\n\nimport { agentLoop, Thread, Event } from \"./agent\";\n\nexp"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/src/index.ts",
    "chars": 175,
    "preview": "import { cli } from \"./cli\"\n\nasync function hello(): Promise<void> {\n    console.log('hello, world!')\n}\n\nasync function "
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/pre-requisites/final/tsconfig.json",
    "chars": 592,
    "preview": "{\n    \"compilerOptions\": {\n      \"target\": \"ES2017\",\n      \"lib\": [\"esnext\"],\n      \"allowJs\": true,\n      \"skipLibCheck"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/.gitignore",
    "chars": 27,
    "preview": "baml_client/\nnode_modules/\n"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/README.md",
    "chars": 1437,
    "preview": "# Chapter 2 - Add Calculator Tools\n\nLet's add some calculator tools to our agent.\n\nLet's start by adding a tool definiti"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/baml_src/agent.baml",
    "chars": 606,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Don"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/baml_src/clients.baml",
    "chars": 1481,
    "preview": "// Learn more about clients at https://docs.boundaryml.com/docs/snippets/clients/overview\n\nclient<llm> CustomGPT4o {\n  p"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/baml_src/generators.baml",
    "chars": 795,
    "preview": "// This helps use auto generate libraries you can use in the language of\n// your choice. You can have multiple generator"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/package.json",
    "chars": 472,
    "preview": "{\n    \"name\": \"my-agent\",\n    \"version\": \"0.1.0\",\n    \"private\": true,\n    \"scripts\": {\n        \"dev\": \"tsx src/index.ts"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/src/agent.ts",
    "chars": 920,
    "preview": "import { b } from \"../baml_client\";\n\n// tool call or a respond to human tool\ntype AgentResponse = Awaited<ReturnType<typ"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/src/cli.ts",
    "chars": 758,
    "preview": "// cli.ts lets you invoke the agent loop from the command line\n\nimport { agentLoop, Thread, Event } from \"./agent\";\n\nexp"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/src/index.ts",
    "chars": 175,
    "preview": "import { cli } from \"./cli\"\n\nasync function hello(): Promise<void> {\n    console.log('hello, world!')\n}\n\nasync function "
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/tsconfig.json",
    "chars": 592,
    "preview": "{\n    \"compilerOptions\": {\n      \"target\": \"ES2017\",\n      \"lib\": [\"esnext\"],\n      \"allowJs\": true,\n      \"skipLibCheck"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/walkthrough/02-agent.baml",
    "chars": 624,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Cal"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/02-calculator-tools/walkthrough/02-tool_calculator.baml",
    "chars": 390,
    "preview": "type CalculatorTools = AddTool | SubtractTool | MultiplyTool | DivideTool\n\n\nclass AddTool {\n    intent \"add\"\n    a int |"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/.gitignore",
    "chars": 27,
    "preview": "baml_client/\nnode_modules/\n"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/README.md",
    "chars": 5385,
    "preview": "# Chapter 3 - Process Tool Calls in a Loop\n\nNow let's add a real agentic loop that can run the tools and get a final ans"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/baml_src/agent.baml",
    "chars": 624,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Cal"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/baml_src/clients.baml",
    "chars": 1481,
    "preview": "// Learn more about clients at https://docs.boundaryml.com/docs/snippets/clients/overview\n\nclient<llm> CustomGPT4o {\n  p"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/baml_src/generators.baml",
    "chars": 795,
    "preview": "// This helps use auto generate libraries you can use in the language of\n// your choice. You can have multiple generator"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/baml_src/tool_calculator.baml",
    "chars": 390,
    "preview": "type CalculatorTools = AddTool | SubtractTool | MultiplyTool | DivideTool\n\n\nclass AddTool {\n    intent \"add\"\n    a int |"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/package.json",
    "chars": 472,
    "preview": "{\n    \"name\": \"my-agent\",\n    \"version\": \"0.1.0\",\n    \"private\": true,\n    \"scripts\": {\n        \"dev\": \"tsx src/index.ts"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/src/agent.ts",
    "chars": 920,
    "preview": "import { b } from \"../baml_client\";\n\n// tool call or a respond to human tool\ntype AgentResponse = Awaited<ReturnType<typ"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/src/cli.ts",
    "chars": 758,
    "preview": "// cli.ts lets you invoke the agent loop from the command line\n\nimport { agentLoop, Thread, Event } from \"./agent\";\n\nexp"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/src/index.ts",
    "chars": 175,
    "preview": "import { cli } from \"./cli\"\n\nasync function hello(): Promise<void> {\n    console.log('hello, world!')\n}\n\nasync function "
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/tsconfig.json",
    "chars": 592,
    "preview": "{\n    \"compilerOptions\": {\n      \"target\": \"ES2017\",\n      \"lib\": [\"esnext\"],\n      \"allowJs\": true,\n      \"skipLibCheck"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/walkthrough/03-agent.ts",
    "chars": 1562,
    "preview": "import { b } from \"../baml_client\";\n\n// tool call or a respond to human tool\ntype AgentResponse = Awaited<ReturnType<typ"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/03-tool-loop/walkthrough/03b-agent.ts",
    "chars": 2565,
    "preview": "import { AddTool, SubtractTool, DivideTool, MultiplyTool, b } from \"../baml_client\";\n\nexport interface Event {\n    type:"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/.gitignore",
    "chars": 27,
    "preview": "baml_client/\nnode_modules/\n"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/README.md",
    "chars": 3036,
    "preview": "# Chapter 4 - Add Tests to agent.baml\n\nLet's add some tests to our BAML agent.\n\nto start, leave the baml logs enabled\n\n "
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/baml_src/agent.baml",
    "chars": 624,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Cal"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/baml_src/clients.baml",
    "chars": 1481,
    "preview": "// Learn more about clients at https://docs.boundaryml.com/docs/snippets/clients/overview\n\nclient<llm> CustomGPT4o {\n  p"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/baml_src/generators.baml",
    "chars": 795,
    "preview": "// This helps use auto generate libraries you can use in the language of\n// your choice. You can have multiple generator"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/baml_src/tool_calculator.baml",
    "chars": 390,
    "preview": "type CalculatorTools = AddTool | SubtractTool | MultiplyTool | DivideTool\n\n\nclass AddTool {\n    intent \"add\"\n    a int |"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/package.json",
    "chars": 476,
    "preview": "    {\n    \"name\": \"my-agent\",\n    \"version\": \"0.1.0\",\n    \"private\": true,\n    \"scripts\": {\n        \"dev\": \"tsx src/inde"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/src/agent.ts",
    "chars": 2565,
    "preview": "import { AddTool, SubtractTool, DivideTool, MultiplyTool, b } from \"../baml_client\";\n\nexport interface Event {\n    type:"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/src/cli.ts",
    "chars": 758,
    "preview": "// cli.ts lets you invoke the agent loop from the command line\n\nimport { agentLoop, Thread, Event } from \"./agent\";\n\nexp"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/src/index.ts",
    "chars": 175,
    "preview": "import { cli } from \"./cli\"\n\nasync function hello(): Promise<void> {\n    console.log('hello, world!')\n}\n\nasync function "
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/tsconfig.json",
    "chars": 592,
    "preview": "{\n    \"compilerOptions\": {\n      \"target\": \"ES2017\",\n      \"lib\": [\"esnext\"],\n      \"allowJs\": true,\n      \"skipLibCheck"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/walkthrough/04-agent.baml",
    "chars": 806,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Cal"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/walkthrough/04b-agent.baml",
    "chars": 917,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Cal"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/04-baml-tests/walkthrough/04c-agent.baml",
    "chars": 1966,
    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Cal"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/.gitignore",
    "chars": 27,
    "preview": "baml_client/\nnode_modules/\n"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/README.md",
    "chars": 5367,
    "preview": "# Chapter 5 - Multiple Human Tools\n\nIn this section, we'll add support for multiple tools that serve to \ncontact humans."
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/baml_src/agent.baml",
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    "preview": "class DoneForNow {\n  intent \"done_for_now\"\n  message string \n}\n\nfunction DetermineNextStep(\n    thread: string \n) -> Cal"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/baml_src/clients.baml",
    "chars": 1481,
    "preview": "// Learn more about clients at https://docs.boundaryml.com/docs/snippets/clients/overview\n\nclient<llm> CustomGPT4o {\n  p"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/baml_src/generators.baml",
    "chars": 795,
    "preview": "// This helps use auto generate libraries you can use in the language of\n// your choice. You can have multiple generator"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/baml_src/tool_calculator.baml",
    "chars": 390,
    "preview": "type CalculatorTools = AddTool | SubtractTool | MultiplyTool | DivideTool\n\n\nclass AddTool {\n    intent \"add\"\n    a int |"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/package.json",
    "chars": 472,
    "preview": "{\n    \"name\": \"my-agent\",\n    \"version\": \"0.1.0\",\n    \"private\": true,\n    \"scripts\": {\n        \"dev\": \"tsx src/index.ts"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/src/agent.ts",
    "chars": 2565,
    "preview": "import { AddTool, SubtractTool, DivideTool, MultiplyTool, b } from \"../baml_client\";\n\nexport interface Event {\n    type:"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/src/cli.ts",
    "chars": 758,
    "preview": "// cli.ts lets you invoke the agent loop from the command line\n\nimport { agentLoop, Thread, Event } from \"./agent\";\n\nexp"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/src/index.ts",
    "chars": 175,
    "preview": "import { cli } from \"./cli\"\n\nasync function hello(): Promise<void> {\n    console.log('hello, world!')\n}\n\nasync function "
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/tsconfig.json",
    "chars": 592,
    "preview": "{\n    \"compilerOptions\": {\n      \"target\": \"ES2017\",\n      \"lib\": [\"esnext\"],\n      \"allowJs\": true,\n      \"skipLibCheck"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/walkthrough/05-agent.baml",
    "chars": 2292,
    "preview": "// human tools are async requests to a human\ntype HumanTools = ClarificationRequest | DoneForNow\n\nclass ClarificationReq"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/walkthrough/05-agent.ts",
    "chars": 2590,
    "preview": "import { AddTool, SubtractTool, DivideTool, MultiplyTool, b } from \"../baml_client\";\n\nexport interface Event {\n    type:"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/walkthrough/05-cli.ts",
    "chars": 1556,
    "preview": "// cli.ts lets you invoke the agent loop from the command line\n\nimport { agentLoop, Thread, Event } from \"../src/agent\";"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/walkthrough/05b-agent.baml",
    "chars": 3162,
    "preview": "// human tools are async requests to a human\ntype HumanTools = ClarificationRequest | DoneForNow\n\nclass ClarificationReq"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/05-human-tools/walkthrough/05c-agent.baml",
    "chars": 3174,
    "preview": "// human tools are async requests to a human\ntype HumanTools = ClarificationRequest | DoneForNow\n\nclass ClarificationReq"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/.gitignore",
    "chars": 27,
    "preview": "baml_client/\nnode_modules/\n"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/README.md",
    "chars": 1344,
    "preview": "# Chapter 6 - Customize Your Prompt with Reasoning\n\nIn this section, we'll explore how to customize the prompt of the ag"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/baml_src/agent.baml",
    "chars": 3174,
    "preview": "// human tools are async requests to a human\ntype HumanTools = ClarificationRequest | DoneForNow\n\nclass ClarificationReq"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/baml_src/clients.baml",
    "chars": 1481,
    "preview": "// Learn more about clients at https://docs.boundaryml.com/docs/snippets/clients/overview\n\nclient<llm> CustomGPT4o {\n  p"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/baml_src/generators.baml",
    "chars": 795,
    "preview": "// This helps use auto generate libraries you can use in the language of\n// your choice. You can have multiple generator"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/baml_src/tool_calculator.baml",
    "chars": 390,
    "preview": "type CalculatorTools = AddTool | SubtractTool | MultiplyTool | DivideTool\n\n\nclass AddTool {\n    intent \"add\"\n    a int |"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/package.json",
    "chars": 472,
    "preview": "{\n    \"name\": \"my-agent\",\n    \"version\": \"0.1.0\",\n    \"private\": true,\n    \"scripts\": {\n        \"dev\": \"tsx src/index.ts"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/src/agent.ts",
    "chars": 2590,
    "preview": "import { AddTool, SubtractTool, DivideTool, MultiplyTool, b } from \"../baml_client\";\n\nexport interface Event {\n    type:"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/src/cli.ts",
    "chars": 1556,
    "preview": "// cli.ts lets you invoke the agent loop from the command line\n\nimport { agentLoop, Thread, Event } from \"../src/agent\";"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/src/index.ts",
    "chars": 175,
    "preview": "import { cli } from \"./cli\"\n\nasync function hello(): Promise<void> {\n    console.log('hello, world!')\n}\n\nasync function "
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/tsconfig.json",
    "chars": 592,
    "preview": "{\n    \"compilerOptions\": {\n      \"target\": \"ES2017\",\n      \"lib\": [\"esnext\"],\n      \"allowJs\": true,\n      \"skipLibCheck"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/06-customize-prompt/walkthrough/06-agent.baml",
    "chars": 3301,
    "preview": "// human tools are async requests to a human\ntype HumanTools = ClarificationRequest | DoneForNow\n\nclass ClarificationReq"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/07-context-window/.gitignore",
    "chars": 27,
    "preview": "baml_client/\nnode_modules/\n"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/07-context-window/README.md",
    "chars": 5604,
    "preview": "# Chapter 7 - Customize Your Context Window\n\nIn this section, we'll explore how to customize the context window\nof the a"
  },
  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/07-context-window/baml_src/agent.baml",
    "chars": 3301,
    "preview": "// human tools are async requests to a human\ntype HumanTools = ClarificationRequest | DoneForNow\n\nclass ClarificationReq"
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    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/07-context-window/baml_src/clients.baml",
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    "preview": "// Learn more about clients at https://docs.boundaryml.com/docs/snippets/clients/overview\n\nclient<llm> CustomGPT4o {\n  p"
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  {
    "path": "2025-05-10-workshop-nyc-twelve-factor-agents/workshop-agents/07-context-window/baml_src/generators.baml",
    "chars": 795,
    "preview": "// This helps use auto generate libraries you can use in the language of\n// your choice. You can have multiple generator"
  }
]

// ... and 1656 more files (download for full content)