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Compare Kimi K3.1 Pro vs Kimi K3 on benchmarks, coding, reasoning, context, API pricing, and speed. Learn which model is better and when to upgrade.

Explore Kimi K3.1 release-date reports, leaked reasoning levels, 1M context and Agent Swarm clues, plus K3 comparisons and API preparation.

How to deploy Kimi K3 locally with vLLM, SGLang, llama.cpp, and GGUF quantizations with hardware requirements, deployment methods, and hosted alternatives.

choose Grok 4.6 for a cost-efficient hosted agent API; choose Kimi K3 for 1M context, open weights and infrastructure control.

Kimi K3 self-hosting needs 8+ GB300 or MI350X/MI355X GPUs and about 1.56 TB of weights. Compare API pricing, license terms, and break-even costs.

Learn how to use the Kimi K3 API through CometAPI. Includes setup, pricing, streaming, thinking effort, vision input etc.