MemOperator-4B
Specialized memory model beating GPT-4o-mini on locomo benchmarks while running locally.
The Mind Palace for AI Agents - HIPAA-hardened Cognitive Architecture with on-device LLM (prism-coder:7b), Hebbian learning, ACT-R spreading activation, adversarial evaluation, persistent memory, multi-agent Hivemind and visual dashboard. Zero API keys required.
Hebbian learning and ACT-R spreading activation bring actual cognitive science to agent memory.
AI agent developers and power users
Mem0 · Zep · LangChain Memory
Specialized memory model beating GPT-4o-mini on locomo benchmarks while running locally.
Shard-based scheduling cuts GPU wait time, though Ray Tune offers similar early stopping.
Galaxy classification model, but model card has mostly empty fields.
Eval-synthesize-train loop automates custom model development better than manual fine-tuning.
Fine-tuned Qwen 30B that prioritizes output diversity over convergent accuracy.
Detachable PEFT modules that version independently, unlike LoRA's weight-coupled adapters.