chessbeast

Chess-correctness review for ChessBeast analysis changes. Use when a diff touches packages/core/src/classifier, packages/core/src/exploration, packages/core/src/storage, packages/pgn/src, packages/llm/src/explorer, packages/cli/src/orchestrator, or services/. Also use when the user says things like "chess correctness", "check the notation change", "review the classifier change", or "are these plies right". Reads docs/analysis-conventions.md as the source of truth.

Review annotation output quality against the annotation conventions. Use when a change touches packages/llm/src/narration, packages/llm/src/annotation, packages/llm/src/themes, or packages/pgn/src/transformer, when prompt text changes anywhere in the repo, or when reviewing a sample annotated PGN. Trigger phrasings include "review the narrator change", "check these prompt edits", "does this comment output look right", "review annotation quality", "check the density change", or "read this annotated game". Reads docs/annotation-conventions.md as the source of truth.

Performance review for ChessBeast pipeline changes. Use when a diff touches packages/core/src/exploration, packages/core/src/storage, packages/llm/src/narration/narrator.ts, packages/llm/src/client, packages/cli/src/orchestrator, packages/debug-gui/src/server, or a pool.py under services/. Also use when the user says things like "perf review this", "did we regress throughput", "is this loop too slow", "check the engine budget", "review LLM fan-out", or "is the GUI slowing the pipeline". Reads docs/performance-conventions.md as the source of truth.