Billie’s proposed division of responsibility

Individual workflows, shared checks

Developer chooses

Personal workflow

Models, tools, voice and approach.

Candidate changes

Runs independently

Required checks

Deterministic checks

Tests and rules produce defined outcomes.

Model review

Judgment against codebase-specific criteria. Still fallible.

Findings inform

The decision

Accept the change, revise it or investigate further.