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cs.CL2026
Cartograph: Federated Tool Discovery with Operator-Attested Retrieval for AI Agents
Justice Owusu Agyemang, Michael Agyare, Kwame Opuni-Boachie Obour Agyekum +3
The Model Context Protocol (MCP) enables AI agents to discover and call tools, but loading every definition becomes expensive as connected catalogs grow. We present Cartograph, a f…
cs.CL2026
Entropy Gate: Entropy Quenching for Near-Lossless Token Compression in LLM Pipelines
Justice Owusu Agyemang, Jerry John Kponyo, Kwame Opuni-Boachie Obour Agyekum +3
LLM pipelines waste substantial token budgets on low-information content: repeated context, verbose responses, and redundant boilerplate. We introduce Entropy Gate, a token compres…