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Step 3.5 Flash tops OpenClaw Arena
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HN · HACKER_NEWS// 10d agoBENCHMARK RESULT

Step 3.5 Flash tops OpenClaw Arena

Step 3.5 Flash has emerged as the most cost-effective model for agentic workflows, ranking #1 on the OpenClaw Arena leaderboard. The model delivers top-tier reliability for autonomous tasks at roughly 5% of the cost of competitors like Claude 3.5 Sonnet.

// ANALYSIS

The rise of "utility models" like Step 3.5 Flash signals a shift from raw intelligence to intelligence-per-dollar as the primary metric for agentic scale.

  • Sparse Mixture-of-Experts (MoE) architecture with 11B active parameters enables 100-300 tok/s inference speeds.
  • Parallel Coordinated Reasoning (PaCoRe) allows the model to synthesize multiple reasoning paths for complex multi-step tasks.
  • Achieved 88.2% on τ²-Bench and 51% on Terminal-Bench 2.0, rivaling much larger frontier models in tool-use efficiency.
  • OpenClaw Arena uses a Plackett-Luce model to rank agents on real-world engineering, coding, and research tasks.
  • Priced significantly lower than GPT-5 or Claude Opus, making it the preferred "utility model" for high-volume automation via platforms like OpenRouter.
// TAGS
step-3-5-flashllmagentbenchmarksparse-moeinference

DISCOVERED

10d ago

2026-04-01

PUBLISHED

10d ago

2026-04-01

RELEVANCE

9/ 10

AUTHOR

skysniper