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Semantica is an open-source tool that turns any data into a Context Graph, logging every AI agent decision with its full causal chain and W3C PROV-O provenance, enabling deterministic explainability for finance, healthcare, and government.
This paper demonstrates that extended chain-of-thought reasoning degrades performance on deterministic state-tracking tasks due to information-theoretic limits of decoder-only attention, and proposes tool delegation when the reasoning horizon exceeds a threshold.