DeepSeek-V4.1-Flash reportedly reaches Astra-level DeepSWE accuracy at 1/15th the cost
Fireworks says cache hits made up 60% of the bill in its DeepSWE comparison, with input tokens outnumbering output tokens 174 to 1.
TLDR
Fireworks reports that DeepSeek-V4.1-Flash delivered the same accuracy band as GPT-6 Astra on the DeepSWE coding benchmark, at $0.43 per task versus $6.52. In its Astra–DeepSeek comparison, the company says input tokens outnumbered output tokens 174 to 1. It says 99.6% of input tokens were cache hits, which accounted for 60% of the bill.
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