{ "schema_version": 1, "generated": "2026-10-20", "id": "dragthelake-ambient-context--build-cited-knowledge-base-of-people", "repo": "dragthelake/ambient-context", "repo_url": "https://github.com/dragthelake/ambient-context", "repo_slug": "dragthelake-ambient-context", "title": "Build a cited knowledge base of people and commitments", "page_title": "How to build a cited knowledge base of people and commitments with Ambient Context", "summary": "Get six cited pages on people, commitments, threads, products, issues and reading from one day.", "who": "A project lead who needs a running memory of who said what and which commitments were made across a day of messages and tickets.", "problem": "Commitments and names made in passing get lost between calls, chats and emails, and nobody writes them down.", "outcome": "Knowledge pages in KB// where each claim points back to a block in the record.", "steps": [ "Record the day, then open the Agent tab and connect an agent CLI you already have.", "Press Process day on the recorded date, or let the scheduled time run it.", "Open KB//people.md and commitments.md and check the citations.", "Open KB//manifest.md to confirm which pages were written." ], "agent_prompt": "Using the dragthelake/ambient-context knowledge folder, read KB//commitments.md and list each commitment with its owner and cited block. Expected output: a table with columns commitment, owner and source block. Verify that every row has a citation that exists in Days//.", "agents": [ "claude-code", "codex" ], "difficulty": "Advanced", "time": "1 hour", "basis": "readme", "caveat": "Knowledge is built by the agent CLI you connect, which runs under your own subscription, so its quality depends on that tool.", "category": "Personal productivity", "tags": [ "Personal productivity" ], "lang": "rust", "requirements": [ "A Mac on macOS 14 or later with Apple Silicon", "Accessibility permission granted to Ambient Context", "A folder you choose to hold the record, ideally outside iCloud Drive", "An agent CLI you already have (Claude Code, Codex or opencode) for Knowledge and Notes", "An MCP client such as Claude Code, Claude Desktop, Cursor or Zed for the tool connection" ], "risk": "sensitive", "seen_in_the_wild": false, "mentioned_publicly": false, "risks": [], "best": false, "score": 0.7, "evidence": [], "url": "https://dedupedai.com/use-cases/dragthelake-ambient-context/build-cited-knowledge-base-of-people/", "md": "https://dedupedai.com/use-cases/dragthelake-ambient-context/build-cited-knowledge-base-of-people/index.md", "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.", "api": "https://dedupedai.com/api/v1/usecases/dragthelake-ambient-context--build-cited-knowledge-base-of-people.json", "api_version": "v1" }