YieldArch-AI: Meta-Cognitive Yield Optimization for Semiconductor Fabrication
Dev.to AI
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AI Hardware
AI Research
How I built a Meta-Cognitive Agent that Dynamically Adjusts Reasoning Depth for Real-Time Semiconductor Yield Analysis. TL;DR I developed YieldArch-AI, an experimental meta-cognitive agent for semiconductor manufacturing. The agent dynamically adjusts its reasoning depth between shallow heuristics and deep root cause analysis. This approach reduced operational latency and token costs by 60% in my experiments. I used LangGraph for stateful orchestration and simulated complex fabrication anomalies. The project nstrates the power of "thinking about thinking" in industrial AI applications.