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Paper · arXiv

MuninAI: A Self-Hosted Agentic Framework for Independent Research Groups

Research groups that want a language model grounded in their own literature face a choice between hosted services that receive their unpublished work and self-hosted deployments that keep the data local but give the model no access to the corpus. Munin is an open-source framework for a self-hosted scientific assistant that indexes a group's corpus and its citation graph, and wraps whichever open-weight model the group can serve in an agent harness with specialised reading, search, and computation tools. We claim that the harness, rather than the specific model, is what makes the system useful on domain literature, and we ship the evaluation suite that tests this claim with the software. O...

AuthorsMarkus Fischer, Jens Meiler, Matthias Elgeti
Primary categorycs.CL
Published16 October 2026
Last updated at source16 October 2026
cs.CL
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