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Contracts, failure models, idempotency and reconciliation — and why the integration estimate is the one that moves.
Characterisation testing, strangler patterns and the arithmetic that makes a modernisation programme defensible at budget time.
Evaluation harnesses, retrieval over operational data, and the unglamorous question of what happens when the model is confidently wrong.
Profiling, expectations as tests, and being able to show a regulator where a number came from.
Observability, runbooks, incident review and support models designed before launch rather than after the first outage.
What software engineers new to a vertical consistently get wrong about it — written by people who got it wrong first.
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