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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

Multi-agent GenAI system that automates hydrology literature reviews using CrewAI and LLM orchestration. The pipeline searches peer-reviewed journals, extracts methods and findings, performs thematic synthesis, and generates publication-ready reviews with citations, reducing manual research time from days to hours.

  • Updated Dec 12, 2025
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