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MiroThinker-1.7 tops BrowseComp with verification agents

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MiroThinker-1.7 tops BrowseComp with verification agents
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// 74d agoMODEL RELEASE

MiroThinker-1.7 tops BrowseComp with verification agents

MiroMind AI releases MiroThinker-1.7 (235B open-source) and MiroThinker-H1 (proprietary), a new generation of deep research agents built around verification-centric architecture. H1 hits 88.2% on OpenAI's BrowseComp benchmark — leading all known models — while the 30B mini variant sets SOTA among open-source models on BrowseComp-ZH at 72.3%.

// ANALYSIS

MiroThinker is making the case that scaling *interaction depth* — not just parameters or context — is the missing axis for agents that do real research, not just plausible retrieval.

  • The verification-centric architecture is the real differentiator: local verification breaks probability bias at each reasoning step, global verification audits the full evidence chain end-to-end — and paradoxically, verified runs use *fewer* steps than unverified ones by filtering no-info-gain actions
  • BrowseComp 88.2% (H1) is a meaningful signal — this benchmark tests genuine web research ability, not memorization, making it harder to game than static evals
  • The 30B mini outperforming Kimi-K2-Thinking (1T parameters) on BrowseComp-ZH at roughly 1/20th the inference cost ($0.07 vs $1.40 per call) is a striking efficiency claim worth watching
  • Full open-source release includes weights, training code, and the MiroVerse 147K-sample dataset — unusual transparency for a frontier research agent
  • 6,700+ GitHub stars suggests strong developer traction despite flying under mainstream radar
// TAGS
mirothinkeragentllmopen-sourceopen-weightsbenchmarkreasoning

DISCOVERED

74d ago

2026-03-14

PUBLISHED

77d ago

2026-03-12

RELEVANCE

8/ 10

AUTHOR

wuqiao