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I made two AIs review each other's code for 30 days. A human still caught the bug in 5 minutes. — I made two AIs review each other's code for 30 days. A human still caught the bug in 5 minutes. DEV Community 2+ hour ago image

Record why an approach was rejected—and when to revisit it — Record why an approach was rejected—and when to revisit it DEV Community 2+ hour ago image

The best coding agent still gets ~6 in 10 changes wrong. That is your review load. — The best coding agent still gets ~6 in 10 changes wrong. That is your review load. DEV Community 2+ hour ago image

56 fault-injection tests passed. The one that injected nothing failed. — 56 fault-injection tests passed. The one that injected nothing failed. DEV Community 2+ hour ago image

From SkillCheck to TraceMantle: Tracking Agent Skill Changes and Test Evidence — From SkillCheck to TraceMantle: Tracking Agent Skill Changes and Test Evidence DEV Community 3+ hour ago image

Where AI review pays: the codebase matters more than volume — Where AI review pays: the codebase matters more than volume DEV Community 6+ hour ago image

Fixing the Proxy Deleted the Objective: The Style Review Removed a CTA and Every Accuracy Gate Passed — Fixing the Proxy Deleted the Objective: The Style Review Removed a CTA and Every Accuracy Gate Passed DEV Community 6+ hour ago image

Stress Test? Pen Test? Yes Tests! — Stress Test? Pen Test? Yes Tests! DEV Community 8+ hour ago image

I built a ReDoS scanner that proves each bug offline — and hands you a verified fix — I built a ReDoS scanner that proves each bug offline — and hands you a verified fix DEV Community 9+ hour ago image

The Model Wrote the Right Rule and My Replay Rejected It: The Extraction-vs-Replay Split — The Model Wrote the Right Rule and My Replay Rejected It: The Extraction-vs-Replay Split DEV Community 8+ hour ago image

I ran my scanner against 5 real CVEs. It missed 4. Then I reverted my own fix. — I ran my scanner against 5 real CVEs. It missed 4. Then I reverted my own fix. DEV Community 8+ hour ago image

# 3 Ways I Use AI to Auto-Generate Playwright Locators — # 3 Ways I Use AI to Auto-Generate Playwright Locators DEV Community 9+ hour ago image

My checker blamed the other tool, and the defect was in the one doing the blaming — My checker blamed the other tool, and the defect was in the one doing the blaming DEV Community 10+ hour ago image

Inside BeeLadybug: Visual Logic & Collision Debugging (CodePen Challenge) — Inside BeeLadybug: Visual Logic & Collision Debugging (CodePen Challenge) DEV Community 10+ hour ago image

A CSV diff should reject duplicate IDs before it reports changes — A CSV diff should reject duplicate IDs before it reports changes DEV Community 10+ hour ago image

Why Static Mock APIs Aren't Enough for Modern Frontend Development — Why Static Mock APIs Aren't Enough for Modern Frontend Development DEV Community 11+ hour ago image

Postman Collection to MCP: From Requests to MCP Tools — Postman Collection to MCP: From Requests to MCP Tools DEV Community 11+ hour ago image

I added three new checks and ten unrelated tests went red. That was the system working. — I added three new checks and ten unrelated tests went red. That was the system working. DEV Community 11+ hour ago image

A Screenshot Is Not an Agent Failure Artifact — A Screenshot Is Not an Agent Failure Artifact DEV Community 11+ hour ago image

We Measured 31,074 Commits Looking for the AI Cleanup Tax. It Isn’t There. — We Measured 31,074 Commits Looking for the AI Cleanup Tax. It Isn’t There. Medium 7+ hour ago image

Pin the Oracle Bundle Before the Agent Percentage — Pin the Oracle Bundle Before the Agent Percentage DEV Community 11+ hour ago image

My freshness check went stale every time someone did the right thing — My freshness check went stale every time someone did the right thing DEV Community 11+ hour ago image

When Free Inference Should Not Back an MCP Tool — When Free Inference Should Not Back an MCP Tool DEV Community 11+ hour ago image

My privacy scan found 412 leaks. 374 of them were one line of my own tooling. — My privacy scan found 412 leaks. 374 of them were one line of my own tooling. DEV Community 11+ hour ago image