Omni-Decision uses Evidence-Ledger Planning for Multimodal Agents
September 23, 2026
Omni-Decision mitigates planning failures in multimodal agents by replacing noisy dialogue history with an explicit evidence ledger. A critic processes multimodal observations to track missing, confirmed, or conflicting information, preventing accumulation of noise during multi-step reasoning.
HOW THIS AFFECTS YOU
●
builderYou can build more stable long-context agents by using an explicit ledger instead of raw history.
●
researcherThis provides a modular way to diagnose whether agent failure stems from perception or planning.