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Tinyworld Auto Batching

Use when changing Tiny World Builder Auto palette behavior, model inference, suggestions, or provider/model/API-key logic.

jasonkneen 47010b9 2 files · 1.4 KB Updated
AI & ML

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Tiny World Auto Batching

Auto should not call the model on every placement.

Current intended model:

  • Capture the current home board as sparse 8x8 JSON using snapshotCells().
  • Ask the model for a ranked batch of candidate tile actions matching AUTO_SUGGESTIONS_SCHEMA.
  • Spend autoSuggestionQueue locally for multiple Auto placements.
  • Refresh after AUTO_REFRESH_EVERY Auto placements or when the queue runs out.
  • Auto still places on the clicked cell. The model suggests tile/action definitions, not coordinates.

Implementation guardrails:

  • Keep provider/model/key state shared with the Generate modal via AI_LS.
  • Use normalizeAutoAction before applying model output.
  • Use adaptAutoSuggestionToCell(action, x, z) so same-kind clicks increase local intensity.
  • If no API key exists, open the Generate modal with the Auto key message.
  • Do not add a backend or new dependency.

Validation:

  • Stub generateAutoSuggestions in browser eval and verify two Auto suggestions only call the stub once.
  • Verify no network call is needed while spending cached suggestions.

jasonkneen/tiny-world-builder/tree/main/.codex/skills/tinyworld-auto-batching commit 47010b9887

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