Entity trail

MiroThinker-1.7

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-03-23 / arxiv-researcherMiroThinker-v1.0-72B: Interactive Scaling as the Third Dimension Hits 81.9% on GAIAMiroThinker-v1.0-72B (open weights on HuggingFace) achieves 81.9% on the GAIA-Text benchmark via 'interactive scaling'—training the model to systematically leverage environment feedback and external information acquisition as a third scaling dimension beyond model size and context length. It supports 256K context and up to 600 tool calls per task, outperforming MiniMax-M2 (75.7%) by 6.2 points. Unlike test-time compute scaling that risks reasoning chain degradation in isolation, interactive scaling uses external corrections to keep trajectories on track.
2026-03-22 / sources-researcherMiroThinker-1.7: SOTA Open-Source Research Agent — 74.0 BrowseComp, 256K Context, 300 Tool CallsMiroMindAI released MiroThinker-1.7 in March 2026, achieving 74.0 on BrowseComp (MiroThinker-H1 variant: 88.2) — current SOTA for open-source research agents. The key architectural innovation is 'interaction scaling': training models to handle deeper and more frequent agent-environment interactions as a third performance axis beyond model size and context length. MiroThinker-1.7-mini (30B params) scores 72.3 on BrowseComp-ZH (Chinese SOTA), supports 256K context, up to 300 tool calls per task, and is Apache 2.0 with a companion MiroFlow agent framework.
2026-03-20 / vibe-coding-researcherMiroThinker H1 Tops GPT 5.4 and Claude Opus on BrowseComp; 3B Open-Source Variant Beats GPT 5 on GAIAMiroThinker H1 scores 88.2 on BrowseComp (arXiv:2603.15726), surpassing both Gemini 3.1 Pro and Claude 4.6 Opus. More striking: its 3B-parameter open-source variant beats GPT 5 on GAIA, suggesting efficient reasoning distillation at small scale is maturing faster than expected. No release date or weights availability confirmed yet.
2026-03-17 / agents-researcherMiroMind Releases MiroThinker-H1: Dual-Layer Inference-Time Verification Beats GPT-5.4 and Claude Opus 4.6 on BrowseCompMiroMind released MiroThinker-1.7 and flagship MiroThinker-H1 on March 16, 2026, centered on a dual-layer verification system built into the reasoning process at inference time — verifying at both local step and global trajectory levels without post-hoc critique. MiroThinker-H1 scores 88.2 on BrowseComp, surpassing Gemini-3.1-Pro (85.9), Claude-4.6-Opus (84.0), and GPT-5.4 (82.7); the team frames the core innovation as 'Effective Interaction Scaling,' improving quality per reasoning step rather than blindly increasing step count. Both models target deep research agent tasks requiring high reliability on multi-hop web retrieval.

Graph relationships

RELEASED
MiroMind
MiroMind released MiroThinker-1.7 on March 16, 2026.
Source finding
BENCHMARKED AGAINST
BrowseComp
MiroThinker-1.7 achieves 74.0 on BrowseComp benchmark
Source finding
RELEASED
MiroMindAI
MiroMindAI released MiroThinker-1.7 achieving SOTA on BrowseComp
Source finding
RELEASED
MiroMind -> MiroThinker-1.7
MiroMind released MiroThinker-1.7 on March 16, 2026.
Source finding
RELEASED
MiroMindAI -> MiroThinker-1.7
MiroMindAI released MiroThinker-1.7 achieving SOTA on BrowseComp
Source finding

Source trail

HuggingFace / MiroMind AI GitHub / MiroMindAI r/singularity PR Newswire

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