Autonomous learning agents need careful design and tooling to achieve useful levels of interaction in the real world. This lecture connects autonomous systems to recent ideas around #agenticmodels. These are key to learning from real-world interactions ( #reinforcementlearning ).

Meta’s new Muse Spark 1.3 slashes tool calls & token use by ~20%, boosting coding tasks and long‑horizon reasoning. Curious how the agentic model upgrades the Meta Model API? Dive in! #MuseSpark13 #TokenEfficiency #AgenticModels

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