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applied-ai

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An analytical essay on why prediction-based models fail in reflexive, unstable systems. This article argues that accuracy collapses when models influence behavior, and proposes equilibrium and force-based modeling as a more robust framework for understanding pressure, instability, and transitions in AI-shaped systems.

  • Updated Dec 13, 2025

Solo-built agentic AI ecosystem from Switzerland on a 100W NVIDIA GB10 Blackwell desktop supercomputer. Cognitive robotics (Unitree Go2 + Isaac Sim 5.1 + RL PPO + GR00T N1.7), local-first BI (DuckDB + LLM NL→SQL), and LLM-reasoning EDR cybersecurity. Showcase: articles, technical docs, demo videos.

  • Updated Apr 30, 2026

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