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Why Cheap Kimi Agents Only Beat GPT-5.5 on a Small Budget

Ramp ran GPT-5.5, Kimi K2.6 and DeepSeek V4 Pro 25 times each on 7 real security bugs. For the same money at 5x, Kimi finds 4.06 bugs on average to GPT-5.5’s 3.64. But it never found 2 of the 7, and from 3 GPT-5.5 tries per bug, no price cut lets it catch up within Ramp’s data.…

Why Cheap Kimi Agents Only Beat GPT-5.5 on a Small Budget

Ramp ran GPT-5.5, Kimi K2.6 and DeepSeek V4 Pro 25 times each on 7 real security bugs. For the same money at 5x, Kimi finds 4.06 bugs on average to GPT-5.5’s 3.64. But it never found 2 of the 7, and from 3 GPT-5.5 tries per bug, no price cut lets it catch up within Ramp’s data. A 121-line script checks the math on your own scans. 11 min read 1 hour ago -- Spend the same money on a 5x-cheaper model and you get five…

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