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  "tagline": "Open Knowledge Format bundle for the Universal Token Killer project — features, competition, research, techniques, and gap analysis.",
  "body": "# UTK Knowledge Bundle\n\nAn [Open Knowledge Format](https://github.com/GoogleCloudPlatform/knowledge-catalog/blob/main/okf/SPEC.md) (OKF v0.1) bundle. Each concept is a Markdown file with YAML frontmatter; directories carry an `index.md` for progressive disclosure and a `log.md` for change history. See [authoring-okf.md](/authoring-okf.md) to add or edit docs.\n\n## Areas\n\n* [Competition](/competition/)\n* [Features](/features/)\n* [Research](/research/)\n* [Techniques](/techniques/) - The map over UTK’s token-optimization technique tree: prompt compression, model routing, output compression, and tool-schema reduction are complementary sinks, not substitutes.\n\n## Documents\n\n* [Authoring the OKF Knowledge Bundle](/authoring-okf.md) - How to add and edit docs so the docs/ bundle stays conformant with the Open Knowledge Format (OKF v0.1).\n* [Optimization vs. Competitor Gap Analysis](/gaps.md) - A synthesis layer over the two existing competitive docs, answering one question they do not answer d",
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