Quality Without Councils: The Review Pipeline That Scales

Multi-model councils sound great on paper, but they add latency, cost, and coordination overhead. We replaced them with a focused review pipeline that keeps quality high without the complexity.

The New Pipeline

Instead of a committee, we use a small set of repeatable stages that scale:

• Scope-first prompts: The model only sees the relevant diff and surrounding context.
• Deterministic checks: Rules and scanners catch common mistakes before the model weighs in.
• Post-processing: Findings are deduped, validated, and rewritten for clarity.

Why It Works Better

By reducing variance and tightening the feedback loop, reviews stay fast and focused. Developers get fewer low-signal comments and more actionable fixes.

The goal isn't to use more models. It's to ship cleaner code with less friction.