t3chn.hashnode.devSpec-Gated Delivery: Why PR Review Is the Wrong Trust Checkpoint for AI CodeAI made writing code mass-affordable. It did not make trusting code any cheaper. The standard pipeline today: issue or prompt, AI writes code, AI or human reviews the PR, merge. This was always imperfect, but it scaled when humans wrote every line an...4h ago·6 min read
t3chn.hashnode.devAI Writes Code. Where Is the Proof?AI generated a function in seconds. Three models reviewed it. All said "looks good." Question: where is the artifact that confirms this? Not "a model approved it" - where is the machine-readable evidence of what was checked, against what, and with wh...1d ago·5 min read
t3chn.hashnode.devHerald v2: Local-First News Intelligence for AI AgentsI wanted my AI agent to know what's happening in tech - without cloud APIs, paid tiers, or data leaving my machine. So I built Herald: a Claude Code plugin that collects RSS and Hacker News, clusters related articles into stories, scores them, and ge...2d ago·5 min read
t3chn.hashnode.devThe Problem With AI Code Review Is Not the ReviewerAI can generate a function in seconds. Telling you whether it's correct takes longer - because "correct" isn't defined until someone writes it down first. I spent months running diffs through Claude, then Codex, then Gemini. Three independent reviewe...2d ago·5 min read