The dark factory pipeline pattern uses a builder model, an adversarial verifier from a different vendor, and random-sample human audits to catch defects without bottlenecking your reviewers.

ProofRun is a free, offline CLI that binds test results to your exact git state. Change one byte and the result flips to STALE automatically.

codebase-memory-mcp builds a knowledge graph of your codebase once, so AI coding agents like Claude Code can answer structural questions without rescanning thousands of files.

A practical setup using T3 Code and Tailscale lets you run persistent AI agent sessions on an always-on machine and reconnect from any device.

Black Hat researchers exposed two patched CVEs showing how a single malicious GitHub issue reaches CI runner secrets across major AI coding agents. Here is what your pipeline needs now.

AI coding agents are committing live credentials into git history. A new piece breaks down how pre-receive hooks in CI/CD pipelines can stop the leak.

A case study details how a specification-first AI coding agent dismantled a core architectural invariant across a 717,725-line TypeScript app in three days, with 201 defects caught before any human ran the code.

CodeRabbit hit a $1.5B valuation and Blacksmith raised $45M in the same week. The bet: AI writes code faster than teams can confidently check it.

AI coding models almost never get stuck on compilation errors. A developer argues the real cost of static types is token bloat, not safety gains.

Over 80% of developers now use AI tools daily, but most security teams still scan code after it's written. Here's what they're missing in the AI-native dev stack.

More than 75% of tech decision makers report AI code causes production incidents. Here is what the research says about fixing it with requirements engineering.

A new MIT-licensed MCP server pulls live Livewire Flux component and layout docs into your AI coding assistant, with Pro-tier flagging and 24-hour caching.