Notes from building agent-operated healthcare administration. Written as it happens, numbers included.
What it actually costs — in dollars, failures, and restarts — to run a company where the other two seats are held by machines. Production notes, not prophecy.
July 2026 — in progressWe asked frontier models to cite the regulations that protect children on Medicaid. A trillion-parameter model miscited federal law in 26 of 50 appeals. An 8B model did it in 44. The fix isn't a better model — it's an architecture where hallucinated citations are structurally impossible. Read the full experiment with data.
June 2026