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MiroThinker-1.7 and MiroThinker-1.7-mini (Best search agent model?)

Reddit r/LocalLLaMA / 3/11/2026

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Key Points

  • The MiroThinker-1.7 family introduces significant advancements in building reliable AI agents for complex, long-chain research tasks.
  • It supports an exceptionally large 256K context window, enabling long-horizon reasoning and deep multi-step analysis.
  • The models can handle up to 300 tool calls per task, with improved stepwise and global verifiable reasoning ensuring higher accuracy in decision-making.
  • Available in 30B and 235B parameter models, the suite includes supporting tools and workflows adaptable to various research needs and computational budgets.
  • The proprietary MiroThinker-H1 agent demonstrates promising capabilities for verifiable reasoning processes, improving performance in complex agentic workflows.
MiroThinker-1.7 and MiroThinker-1.7-mini (Best search agent model?)

MiroThinker family represents a significant leap in building reliable agents for long-chain tasks. Engineered with enhanced post-training pipeline, our MiroThinker-1.7 family achieve SOTA performance in deep research tasks among open-source models.

Key Features

MiroThinker-1.7 supports a 256K context window, long-horizon reasoning, and deep multi-step analysis. Handles up to 300 tool calls per task, now with more accurate stepwise reasoning and decision-making. Released in 30B and 235B parameter scales, accompanied by a comprehensive suite of tools and workflows to flexibly support diverse research settings and compute budgets. Our proprietary agent, MiroThinker-H1 provides promising evidence for long-chain verifiable reasoning — reasoning processes that are step-verifiable and globally verifiable, improving the performance of complex agentic workflows.

https://preview.redd.it/f7ocvsnhzeog1.png?width=2048&format=png&auto=webp&s=834fe61b85cc51a04009d65475d49377f78347cf

https://preview.redd.it/c57adq2lzeog1.png?width=2048&format=png&auto=webp&s=93888e98e617a243ec39280b9fbecebd575038e5

https://huggingface.co/collections/miromind-ai/mirothinker-17

https://dr.miromind.ai/

https://github.com/MiroMindAI/MiroThinker

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