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Mustafa Arslan

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#artificial intelligence Preprint Sep 2026

Janus: Evidence-Before-Effect Sagas and Offline-Verifiable Provenance for Agentic LLMs

Agentic large language models (LLMs) now move money through tools, yet the record of what they did is usually a trace their own process emits beside the effect. Janus puts the record on the effect path. A step's proposal, the verdict on it and any answer from a validator or a person are durable in a signed, hash-chaine...

Mustafa Arslan · 0 citations

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