Kimi K3 Max rivals Fable 5 xhigh on coding tasks at lower cost

By PulseAugur Editorial · [1 sources] · 2026-08-03 00:15

Together's DeepSWE analysis shows Kimi K3 Max performing comparably to Fable 5 xhigh on the Pass@1 metric. Notably, Kimi K3 Max is significantly more cost-effective, costing approximately one-third per rollout and achieving 2.8 times more solved tasks per dollar. This highlights the importance of cost-per-successful-task for large-scale model deployments. AI

IMPACT Highlights cost-effectiveness in AI model deployment for large-scale operations.

RANK_REASON The item details a benchmark comparison of AI models on a specific task (DeepSWE analysis), which falls under research. [lever_c_demoted from research: ic=1 ai=1.0]

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AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Kimi K3 Max rivals Fable 5 xhigh on coding tasks at lower cost

COVERAGE [1]

X — Together (inference / OSS) TIER_1 English(EN) · togethercompute · 2026-08-03 00:15

In our DeepSWE analysis, Kimi K3 Max came close to Fable 5 xhigh on Pass@1 while costing about one-third as much per rollout.

In our DeepSWE analysis, Kimi K3 Max came close to Fable 5 xhigh on Pass@1 while costing about one-third as much per rollout. That resulted in 2.8× more solved tasks per dollar. For teams running models at scale, the cost per successful task is often the more useful comparison.…

COVERAGE [1]

In our DeepSWE analysis, Kimi K3 Max came close to Fable 5 xhigh on Pass@1 while costing about one-third as much per rollout.

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