OpenModels DeepSeek V4 Flash 0731 vs Claude Opus 4.8: The 1 Cent Agent Run DeepSeek shipped V4-Flash-0731 on July 31 with the same architecture and 7.4x the DeepSWE score. We priced the benchmark table nobody prices: one cached agent run costs $0.0096 against $0.73 on Claude Opus 4.8.
OpenModels Kimi K3 Open Weights: Self-Host or Buy the API in 2026? Moonshot published 1.56 TB of Kimi K3 weights on July 27. Running them yourself starts at $21,600 a month for one node, and the API break-even sits at 1.44 billion output tokens. The math, and the license.
OpenModels Kimi K3 vs GLM-5.2: Which Coding Model Should You Run in 2026? Same 1M context, same agent loop, very different bills. GLM-5.2 runs $114 a month where Kimi K3 runs $300, but the premium swings from 2.3x to 3.3x depending on how much your workload generates.