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code-review
42 posts30 Days as the Only Human in an AI Dev Team: 212 PRs, Broken CI
A 30-day AI-agent coding experiment shows how self-reported 'green' CI and unreviewed PRs let critical failures hide in plain sight.
Evaluating Agentic Autofix: Canary Gates and Failure Taxonomies
GitHub's July 2026 agentic autofix preview prompts a proposed framework for evaluating AI security patches via canary testing and failure classes.
Why Using AI to Catch Design-Code Drift Is the Wrong Fix
AI-generated UI code is drifting from design systems, and using another AI model to catch it brings non-deterministic, costly and unexplainable results—here's a deterministic alternative.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comThe Future of Software Engineering: From Coding to Systems Management
As AI makes code generation cheap, real engineering value shifts to architectural judgment, systemic clarity and production accountability. Here's what changes.
AI Technical Debt: Why Generated Code Still Needs Metadata and Review
AI-generated code speeds up data engineering but hides risk. Without structured metadata, review and governance, teams accumulate hidden intent debt.
Cloudflare Enforces Engineering Standards Using AI
Cloudflare's AI code reviewer flagged 250,000 deviations, enforcing engineering standards effectively.
Stacer: A Linux System Optimizer and Code Review Insight
Maneshwar is building git-lrc, a Micro AI code reviewer. Stacer was examined as a Linux system optimizer.
Using AI to Manage Static Analysis Alerts Effectively
AI should maintain explicit and auditable authority over hiding security evidence in static analysis alerts.
I Use Multiple AI Agents in My Team's SDLC
I share my experiences of shipping production features using AI agents in the software development lifecycle.
Building a Deterministic Merge Gate for AI-Generated Code
A POSIX shell gate checks AI-generated patches before merge: size budgets, sensitive path ownership, and Git diff hygiene, independent of the model that wrote the code.