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Neuro-symbolic AI+ agent systems: a first reflection on trends, opportunities and challenges , year =

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cs.AI 1

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2026 1

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ANNEAL: Adapting LLM Agents via Governed Symbolic Patch Learning

cs.AI · 2026-05-04 · unverdicted · novelty 6.0

ANNEAL uses Failure-Driven Knowledge Acquisition to localize faults, generate constrained symbolic patches, and validate them before committing to a process knowledge graph, eliminating recurring failures where baselines do not.

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