LLM Agents Keep Failing in Production. Here's Why a Causal Architecture Might Be the Answer.

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An update on the DCS research program and what it means for agent builders. Every tool call looks right individually. DCS (Dynamic Causal Structure) is a cross-disciplinary research program that just went public with a ~200,000-word theoretical manuscript (DOIs: 10. 5281/zenodo. 22709952 and 10. 6084/M9. FIGSHARE. 33519052).

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