AI-Accelerated Code Review and Debugging

Review throughput is the bottleneck in most engineering teams. AI can increase signal per hour of review time if you design prompts that force adversarial analysis rather than affirmative assessment. The wrong prompt gives you rubber-stamps; the right prompt surfaces issues a human reviewer might miss. This matters because backend teams own the production blast radius: p95 latency, tenant isolation, cost runaway, traceability, and incident rollback after the demo is gone.

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