Managing Intent Across Multi-Tool Control Loops: High-Throughput Execution After Eliminating Drift
A source-backed reflection on Skynet, anti-drift AI orchestration, provider routing, TODO memory, CDP proof, and execution speed.
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A source-backed reflection on Skynet, anti-drift AI orchestration, provider routing, TODO memory, CDP proof, and execution speed.
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Skynet production truth status: evidence report on the May 10 backend reload, Gemini and Codex smokes, and Claude fallback boundary for agent routing.
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Abstract Autonomous desktop agents remain far below human performance on real-world operating-system benchmarks, with the best reported results reaching only 12.24% task completion on OSWorld compared to a 72.36% human baseline. We hypothesize that the primary bottleneck is not large-language-model reasoning but rather the
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I wanted to know whether two decades of Philippine food-price data could produce a forecast that survives a real holdout period, not just a clean training score. I trained the Random Forest on 2000-2019 data and held out 2020-2023. It reached R² 0.91, MAE
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