Oct 16, 2026 · Artificial Intelligence

SALM: Adaptive AI Long-Term Memory Learns What to Remember, Retrieve, and Forget

Researchers from Memories.ai and top universities introduce SALM, a cognitive architecture where learnable adapters autonomously decide what information to store in parametric or non-parametric memory, how to retrieve it, and what to forget, demonstrating stable improvement on long-dialogue benchmarks using a Llama-3-8B backbone with LoRA adapters.

AI long-term memoryLlama-3LoRA adapters

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SALM: Adaptive AI Long-Term Memory Learns What to Remember, Retrieve, and Forget