On AI agents, verification, and building systems that actually work.
The comparison videos get millions of views. Cursor vs Claude Code vs Copilot. Which generates better code? Which has better autocomplete? Which costs less? But you're comparing at the wrong layer. Th
You've seen the videos. 'Claude Code's memory problem.' 'Context windows explained.' Everyone's teaching workarounds—clear context, use CLAUDE.md, copy-paste your notes. Those aren't fixes. They're ba
967k views on 'New MIT study says most AI projects are doomed.' 95% failure rate. That's terrifying. But why do they fail? Not because AI can't generate code. Because projects lack verification of req
Your AI agent reads your instructions, says 'understood,' then does the opposite. This isn't a prompting problem. It's an enforcement problem.
AI agents reliably over-report completion. Not sometimes. Not occasionally. Reliably. The fix isn't better prompts — it's external verification.
Your AI agent fixed this bug yesterday. It just made it again. The amnesia problem isn't a limitation — it's a design flaw with a structural fix.
Fix one thing, break another. The regression loop is the number one complaint from developers using AI coding agents — and the fix isn't a better model.
