Case C
AI-Powered Developer Tooling
Automating the SDLC via intelligent code agents.
01 / Pipeline
- map
- reduce
- align
- Human checkpoint: human_decision
02 / Problem
PR review was the bottleneck: large diffs, inconsistent standards, and reviewers re-deriving context every time.
03 / Approach
- 01Map: split each PR into file- and concern-level chunks and analyze them in parallel.
- 02Reduce: merge findings into one evidence-backed report with a confidence score.
- 03Align: check the report against repo conventions and team standards before surfacing it.
- 04The agent recommends approve, reject or manual review — a human makes the call.
04 / Governance hitl
The agent never merges. Low-confidence or security-relevant findings force manual review.