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Recuris: Recursive Memory Architecture for Long-Horizon Agents

August 24, 2026

Recuris introduces an Experiential-Working Memory architecture to prevent long-horizon agent failure caused by growing histories. It uses a Meta-Agent to turn execution traces into structured evidence, allowing for localized, validation-gated updates to skill memory.

HOW THIS AFFECTS YOU

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builderYou can build more reliable long-term agents by grounding skill selection in current task progress rather than full history.

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researcherThis framework allows for more structured analysis of where agentic failures occur within memory components.

read original ↗huggingface.co

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