← Engineering Beyond the Model/
DraftCreated 2026-07-22Updated 2026-07-211 min read

Enterprise Review Platform

Problem

Code review quality depends on repository context, dependencies and project-specific standards that general-purpose assistants do not automatically understand.

Direction

A staged review pipeline can prepare context, select models by task and produce recommendations while keeping engineers responsible for the final decision.

Constraints

  • Enterprise security
  • Cost and latency
  • Legacy codebases
  • Explainable feedback
  • Incremental adoption