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Hermes Agent v0.18.0 'Judgement Release' introduces major workflow upgrades for AI agents, including first-class Mixture-of-Agents (MoA) support, skill learning, visible memory, self-verification, and parallel execution, moving from demo to serious tool.
The author describes a problem where an LLM agent's memory graph gets corrupted by incorrect edges, and proposes using a declared ontology to validate writes and traversals. A test on 120 deliberately broken traversals caught all errors.
A developer reconsiders agent memory as more than storage, proposing a living graph with roles and activation fields to give past information appropriate authority and context.