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Mingbird: A Local-First Agent Harness Enabling Small Open Models to Complete Real Tasks

Hao Wang et al.
arXiv CS · Papers
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Small open-weight models (2-9B) run on ordinary laptops, but under cloud-scale agent harnesses they rarely complete real tasks: tool prefill overflows the context, self-correction diverges, tool demonstrations loop, and tasks are silently abandoned. We present evidence, from a controlled single-mach
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