Performance and Scaling

Performance advice is only useful when it points to the real owner of the bottleneck.

Operating Rules

• optimize only when knowledge graph or serialization cost is proven material
• do not weaken reviewability to gain speed
• prefer explicit batching or indexing over hidden semantic shortcuts

First Proof Check

• src/bijux_proteomics_knowledge/claims.py and evidence.py
• src/bijux_proteomics_knowledge/confidence/segments.py and review.py
• packages/bijux-proteomics-knowledge/tests