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DeepHub IMBA
DeepHub IMBA
Jun 5, 2026 · Artificial Intelligence

ml-evolve: Multi‑Agent Self‑Evolving System Built on Real‑World ML Pitfalls

ml-evolve addresses the shortcomings of generic agent‑search frameworks for machine‑learning pipelines by introducing four specialized agents, staged data gating, and cost‑saving mechanisms, and demonstrates its advantages with a two‑tower retrieval case study and concrete performance metrics.

AutoMLML pipelineOptuna
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ml-evolve: Multi‑Agent Self‑Evolving System Built on Real‑World ML Pitfalls