~/talk

(Re)building a Framework: Lessons, Community, and Impostor Syndrome

Talkat JNation 2026 · 2026-05-26..05-27· [open-source, engineering-leadership]
slides:none on file

Rebuilding a framework becomes a platform for eval-driven development: open-source code plus plugin manifests, types and schemas feed LLMs and produce traces that are scored, not just final outputs. A prototype agent-generated web app is produced but quality is ambiguous, so the pipeline measures NPM install success, dev run, AST checks, token use and tool calls, and recommends 8–15 stack tests to distinguish “bells and whistles” results. Integration with AppKit/Databricks and Vite-era bundling proves useful; skills and manifests reduce hallucination and speed iteration.

AI-written summary · about

  1. 0:00Introduction and welcome
  2. 1:27Why I build frameworks
  3. 3:33AI and slop in development
  4. 5:03UX vs AI experience
  5. 7:57What matters now in frameworks
  6. 10:47Security and custom solutions
  7. 13:38AI for citizen developers
  8. 15:03Integration over novelty
  9. 16:26Solid’s declarative goals
  10. 17:50Databricks framework goals
  11. 19:14Eval-driven development
  12. 22:23Lessons from evals
  13. 24:14Closing the loop with evals
  14. 25:15Code discoverability tools
  15. 26:19Final takeaways
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