Posts

All the articles I've posted.

• The Verifiability Ladder: How AI Learned to Code, Why Developers Paid the Price, and Where the Economy Breaks

  2 Apr, 2026

  AI didn't target developers because they were easy to replace. It targeted code because compilers give the cleanest feedback signal for reinforcement learning. Developers were collateral damage of a training methodology — and they're just the first rung on a ladder that climbs from verifiable to unverifiable work.

• AI Can't Replace What It Can't See

  31 Mar, 2026

  Companies are replacing senior talent with juniors and AI tools. But the most critical knowledge in any organization — the kind that drives real decisions — is invisible to AI entirely.