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32 English Kalera News articles tagged LLM — source-backed.

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AI · tools-ai

AI: Mitigating Hallucination with Agentic AI and Nested Learning

A new study proposes a Nested Learning architecture combined with Continuum Memory Systems (CMS) to mitigate hallucination in multi-agent systems. The three-stage pipeline reduces the Total Hallucination Score (THS) by -31.3% to -35.9%. Leveraging semantic caching saves 47.3% of LLM calls, optimizing energy and operational costs at production scale.

Sources arxiv.org
AI

Warning: "Silent" Bugs in RL Training Loops for Agentic LLMs

Clement Delangue (Hugging Face) has warned that many Reinforcement Learning (RL) training pipelines for Agentic LLMs are currently buggy without developers realizing it. While single-turn RL operates stably, adding tools for mid-rollout interaction often causes the system to lose control or converge in the wrong direction.

Sources x.com