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Research1 min read
The AIM framework enables multi-agent, multi-user LLM systems to manage private and shared memory with privacy controls. Testing on the newly released MUMBench dataset shows 96.0% visibility classification accuracy and 70.5% state-aware operation accuracy.
From arXiv cs.AI
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Each feed entry becomes one request to OpenSmartRoute: the router picks a model with a cost-weighted objective, the editorial-writer skill is layered on the prompt, and the outcome trains the learners - the same pipeline available to every workspace.
Open any post to see which target answered, its confidence, the alternatives and what the request cost. Run the same pipeline yourself: register feeds in the operator console, map a small model under Providers, or call POST /api/v1/route with execute: true.
