Practical methods for AI engineers and leaders: building reliable systems, designing human oversight and measuring what works.
Prompt engineering optimises an utterance. Context engineering optimises a moment. Loop engineering optimises control — and control, in any system that acts under competing demands, is the thing cognitive science already named.
Ship Like a Maniac, But Bring Receipts
Design human review around real capacity, useful handoffs and a plan for overload.
Planned companion
Review-capacity worksheet & escalation policy
Capture the conditions behind a failure, isolate the responsible layer and test a repair.
Planned companion
Failure-capture template & replay harness
Follow review, rework and exceptions all the way to the cost of an accepted outcome.
Planned companion
Outcome-cost calculator & pilot plan
