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Why your agent demo passes and your production breaks

The prototype convinces the steering committee, then degrades in silence. The three disciplines that separate a demo from a system that lasts: evaluation, observability, handover.

28 August 2026·3 min read

An AI consulting, engineering and training firm. Systems that are evaluated, observed and maintainable, built to last in production.

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