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docs(gpu-tuning): add MVP plan — three phases with one-click UX
Specs the subset of the five-phase GPU kernel tuning roadmap that ships
without requiring ggml-dedup or agentic-search prerequisites:

- Phase 1 — Advanced → GPU Tuning settings panel (GGML env var toggles,
  applied at startup before threads spawn).
- Phase 2 — kon-bench local autotuning CLI. Subprocess-based grid search
  over env vars, outputs a ranked gpu-profile.toml.
- Phase 3-lite — kon-configs community repo. Manual-PR workflow (no CI
  replay), fingerprint-matched fetch from Kon Settings.

Total ~7–10 days of focused work; captures roughly 85% of the eventual
value of the full roadmap. Phases 4–5 (custom SPIR-V drops + agentic
autotune) stay pinned in memory.

Includes the UX spec for the "one-click auto-optimise" flow: community
config check first (~15 s end-to-end), local benchmark fallback
(~8 min backgrounded), opt-in share-back via browser PR. Non-GPU users
see a clean "tuning doesn't apply" card with no nag.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-04-21 12:32:43 +01:00
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