AI article
Fan-Out: Concurrent Tool Calls Under Shared-State Hazards
Community description: DEV × Kaggle Benchmarking Challenge · #kagglechallenge Author: Hotragn Pettugani · Kaggle ...
Dev.to | Oct 6, 2026 | Hotragn
Automated excerpt
Fan-Out scores safety and near-optimal scheduling when N calls share hazards. Pre-registered kill: any frontier model ≥90% SAO → pivot. | google/gemini-3. 8-flash | 85. 71 | 85. 71 | 1. 0 | 100. 0 | 7. 0 | | google/gemini-3. 7-flash | 85. 71 | 71. 43 | 0. 9667 | 100. 0 | 7. 0 | | google/gemini-3. 5-flash | 85. 71 | 71. 43 | 1. 0333 | 100. 0 | 7. 0 | | anthropic/claude-sonnet-5@default | 85. 71 | 57. 14 | 0. 9111 | 100. 0 | 7. 0 | | anthropic/claude-opus-5@default | 71.
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