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Vincent Koc

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Dark Factory: OpenClaw Ships Faster Than You Can Read the DiffAI Engineer Europe 20262026-04-08
OpenClaw hits 3,000 commits in a single day and the commit log literally shows sleep hours; teams run 60–70 agents across swim lanes of 15–20 parallel coding…
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Malleable Evals: Why Are We Evaluating Adaptive Systems with Static Tests?AI Engineer Europe 20262026-04-08
Claim: static benchmarks fail because agents adapt under test. Evidence: an 80% stable 20% breaks rule, examples of harnesses that self-curate test suites from…
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Automatic Agent Optimization and the Rise of Self-Improving AgentsAI By the Bay 20252025-11-17
Introduces Opik Agent Optimizer SDK and two optimizer classes—an evolutionary/genetic optimizer (with population, mutation, hall of fame and Pareto scoring)…
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