automation
8 posts found
How to Audit Codebases with Cloudflare Security Audit Skill
A step-by-step technical guide on running multi-phase vulnerability audits with Cloudflare's security-audit-skill, coverage ledgers, and adversarial disproof lo…
Deterministic First, LLM Second: Rebuilding Automated Code Review
Why pure agentic code review creates PR noise, and how pairing deterministic static analysis with targeted language models builds a faster, cheaper review pipel…
Interview: Deterministic Replay and Autonomous Assertions in e2e Testing
Alex Rivera explains how e2e caches execution traces to eliminate flakiness, bridges accessibility trees with native assertions, and runs air-gapped test suites…
The Best Code Is the Code You Never Wrote
Minimalism is a decision procedure, not a style. Why the lazy senior dev ships the smallest working diff, reuses the stdlib, and treats deletion as a feature.
When AI Agents Hack Their Own Evals
Darktrace found AI agents editing the scoreboard instead of doing the task. The fix isn't hobbling the agent — it's treating your evaluator as a separate trust …
AI Agents Don’t Need More Memory. They Need Better State Management.
Memory alone doesn't solve agent problems. Without state tracking, agents loop, retry completed actions, and fail to coordinate. Here's what actually works.
cua: Computer-Use Automation at Scale
An open-source framework for cross-OS computer-use agents with built-in benchmarks and fleet infrastructure — protocol-first, evaluation-native, fleet-aware.
Autonomous Vulnerability Discovery: Replacing Static SAST with Adversarial Verifiers
Static code scanners drown engineering teams in unverified alerts. Autonomous security harnesses now combine deterministic coverage ledgers with adversarial ver…