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  "body": "# agentops knowledge bundle\n\nThis directory is an [OKF v0.2](https://github.com/GoogleCloudPlatform/knowledge-catalog/blob/main/okf/SPEC.md)\nbundle. Every `.md` file declares its own provenance, verification, and\nlifecycle in YAML frontmatter.\n\n## Why OKF\n\nWe needed a format that treats the **lifecycle** of knowledge as a\nfirst-class concern. This project expects more than ten specs to arrive in\nsequence, some of which will supersede or retire others (design spec,\nSection 16). \"What is currently true\" cannot live in memory outside the\nfiles.\n\nWhy OKF specifically:\n\n- **No dependencies.** Markdown plus YAML frontmatter. Readable with `cat`,\ndistributable with `git clone`.\n- **Lifecycle is first-class.** `status: draft|stable|deprecated`,\n`stale_after`.\n- **Provenance and verification are first-class.** `sources[]`, `generated`,\n`verified[]` — the trust level is derived from whether a reviewer was human\nor machine.\n- **The file is the source.** The committed file is the truth, not a\ngene",
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