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An easy tell for how good an engineer is is what % of their time they spend on instrumentation, measurement, profiling, telemetry, analysis (and how well they leverage this expertise during incidents).
For AI to outperform human coders, the context and prompt will need to be enriched with data from the live production system. This will lead to self-improving, self-repairing software.