DeepSeek V4.1 Flash tool calling: 489 calls, 56 min, 67 passing tests on LIGO data

MaziyarPanahi · x · 2026-09-12

Developer Maziyar Panahi stress-tested DeepSeek V4.1 Flash's tool calling with NAC orchestration, building a working explorer for real LIGO data: 489 tool calls in 56 minutes, with all 67 tests passing. DeepSeek also wrote and repaired the analysis code, server, UI and tests. The run used OpenRouter's GMICloud, Novita and DeepInfra routes rather than the pinned DeepSeek provider. He says this validates his bet on open models.

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