Coding and agents keep advancing. The business differentiator is turning technical capability into observable, maintainable systems.
The demo is not the product
Solving a task once proves possibility. Solving it consistently, with limits, history and recovery, proves a system.
Production requires internal evaluations, not only public benchmarks. Every company needs representative examples of its data, rules and exceptions.
Observability for non-deterministic work
Agents need traces for tools, cost, duration, outcome and human corrections. Without that layer, improving quality or investigating failures becomes guesswork.
Design for model change
The market moves quickly. Separating instructions, connectors, evaluations and provider reduces lock-in and lets teams adopt improvements without rebuilding the operation.