Building an Evidence-backed Web Research MCP
Moving from search results to reviewable conclusions requires source snapshots, claim links, conflict handling, and versioned artifacts—not just a browser tool.
- MCP
- Web Research
- Verifiable AI
NOTES & ESSAYS
Writing
Notes on real implementation problems, design trade-offs, and methods worth reusing.
Why Long-form AI Writing Needs a Canon Boundary
Models can generate plot ideas and prose quickly, but long-form work stays coherent only when suggestions, drafts, and accepted facts remain separate.
- AI Writing
- Human-in-the-loop
- Architecture