of DeepSeek V4.1 Flash 1017's tool calls fail on Particle AI.
Updated October 29, 2026
Tool-call index
Not all models are served equally by all providers. On a typical model, the worst provider breaks tool calls 19× as often as the best. Find the best one for your agents.
| # | Model | Broken tool calls | Rank | Best on the model | Tool calls a day |
|---|---|---|---|---|---|
| 1 | GLM 5.3 Flashnvfp4 | 0.23% | 6 of 34 | NextBit (fp4) 0.00% | 27k |
| 2 | DeepSeek V4.1 Flash 1017 | 0.34% | 10 of 35 | Sail Research (fp4) 0.03% | 3.4k |
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And which provider to use.
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Tool calling doesn't have to break
The same provider can handle tool calls well on one model and struggle on the next.
on GLM 5.3 Flash, its best model.
models, where Particle AI is the most reliable provider.