Thoughts on AI, engineering & shipping.
Notes from the field: building AI systems that actually work. No hype, just lessons from production.
The gauntlet loop — stop letting your AI grade its own homework
A post-deliverable QA ritual: fan out independent critics, compare against real examples, and recurse until zero open critiques.
Building AI agents that ship — lessons from the fieldLessons learned building and deploying AI systems across four companies — from guardrails and monitoring to shipping fast.