{
  "markdown": "# Cole Medin - AI-Coding Knowledge Bundle\n\nA portable knowledge base of my best AI-coding videos - **Claude Code, context engineering, the PIV loop, the AI layer, and the new Archon harness builder** - in the **Open Knowledge Format (OKF)**: plain markdown any AI agent can read.\n\n## How to use it\n\nPaste this to your AI coding assistant (Claude Code, Cursor, Codex, Gemini CLI, …):\n\n```\nHere's a knowledge bundle: https://github.com/coleam00/cole-medin-ai-coding\nRead its README and set it up so I can search over it. Then tell me what's inside.\n```\n\nThat's it - your agent reads the rest of this README, clones the bundle, and you can start asking questions about anything I teach.\n\n---\n\n## Agent setup instructions\n\nYou're being asked to make this knowledge bundle available so the user can ask questions about Cole Medin's AI-coding content. Follow these steps.\n\n### 1. What this is\n\nThis repo is an [Open Knowledge Format (OKF)](https://github.com/GoogleCloudPlatform/knowledge-catalog) bundle - a folder of markdown files, each with a small YAML frontmatter block, navigated via `index.md`. You read it **directly**: no database, no embeddings, no API, no special tooling. It also ships a tiny, dependency-free CLI - `okf-cli.py` (Python standard library only) - for fast navigation and search.\n\n### 2. Set it up\n\nClone the repo into the current working directory:\n\n```bash\ngit clone https://github.com/coleam00/cole-medin-ai-coding\ncd cole-medin-ai-coding\npython okf-cli.py index      # confirm it works - prints the table of contents\n```\n\n### 3. Use the CLI\n\n- `python okf-cli.py index [subpath]` - print an index (start at the root; e.g. `python okf-cli.py index videos`)\n- `python okf-cli.py find \"<query>\"` - ranked keyword search across the bundle\n- `python okf-cli.py read <path>` - print a page, e.g. `python okf-cli.py read concepts/the-piv-loop`\n\n(You can also just open the markdown files directly - `okf-cli.py` is only a convenience.)\n\n### 4. How to answer the user's questions\n\n1. `python okf-cli.py find \"<the user's topic>\"` (or read `index.md`) to locate the relevant pages.\n2. `python okf-cli.py read` the specific `videos/<slug>` or `concepts/<slug>` pages - only what's relevant, not the whole bundle (progressive disclosure).\n3. Follow the relative markdown links between a video and the concepts it teaches.\n4. Answer grounded in those pages, and **cite the source video** by its title and `resource` (YouTube URL) from the frontmatter.\n\nThis is read-only reference knowledge - don't modify the bundle.\n\n## What's inside\n\n- `index.md` - the table of contents (start here)\n- `videos/` - one page per video (summary, key ideas, tools, link)\n- `concepts/` - the cross-cutting themes that tie the videos together\n- `okf-cli.py` - the dependency-free navigation/search CLI\n- `log.md` - change history\n\nChannel: https://www.youtube.com/@ColeMedin\n",
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