Operator Workflows

Operator workflows should say who uses the surface, why they use it, and when they should stop and open a neighbor handbook instead.

Package Surface

• developers modeling new evidence shapes
• reviewers checking contradiction and confidence behavior
• downstream packages consuming reviewed knowledge outputs

First Proof Check

• src/bijux_proteomics_knowledge/memory/models/claims.py, memory/models/evidence.py, and memory/integrity/graph.py
• src/bijux_proteomics_knowledge/memory/reconciliation/resolution.py, reviews/decision_briefs.py, and reviews/provenance.py
• packages/bijux-proteomics-knowledge/tests