Topics›AI Drift Prevention and Review Culture›Agentic Code Quality: Quality Now Depends on the Constraints You Set Around Your Agents
HighAct: HighFull content

Agentic Code Quality: Quality Now Depends on the Constraints You Set Around Your Agents

Addy Osmani Elevate·August 8, 2026
New

Summary

Argues that since human review can't scale to agent-generated code volume, quality has to be enforced through constraints (quality gates: tests, mutation testing, complexity metrics, architecture linting) built into the harness/environment rather than through reading every diff.

Why this signal

A practical checklist for building the automated 'back-pressure' Thomas Engineering would need if it wants to safely increase how much code review shifts from humans to constraint systems — directly actionable for CodeRabbit/CI configuration decisions.

Original email

Addy Osmani Elevate · 8/8/2026

Agentic Code Quality

Feedback