Скачать или смотреть Memory-R1: The AI Framework That Teaches LLMs to Remember | The Tech Voyager

Memory-R1 is a groundbreaking framework that enables large language models (LLMs) to actively manage and use external memory through reinforcement learning.

✨ Key Highlights:

Traditional LLMs = stateless, limited context windows, static heuristics

Memory-R1 introduces two RL-trained agents:

Memory Manager → adds, updates, deletes, or skips memory ops

Answer Agent → filters relevant memories from up to 60 candidates

Improves multi-session conversations & retrieval-augmented generation by consolidating user knowledge

Noise filtering ensures more accurate reasoning

Data-efficient → minimal supervision needed

Achieves state-of-the-art performance across QA benchmarks and LLM architectures

⚡ A major step forward in building AI systems that remember and reason over the long term.

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