http://programmer.ie/tags/human-escalation/ Recent content in Human Escalation on Programmer.ie: Modern AI programming Hugo en-us Sun, 09 Aug 2026 00:00:00 +0000 http://programmer.ie/post/advanced-agents-from-first-principles-30/ Sun, 09 Aug 2026 00:00:00 +0000 http://programmer.ie/post/advanced-agents-from-first-principles-30/ A practical framework for competence envelopes in production agents: distinguish uncertainty from lack of validated competence, detect out-of-distribution tasks, contract authority when evidence is weak, and expand autonomy only through measured evidence.