リリース2026/10
生成速度28 トークン/秒
初動レイテンシ (TTFT)2.42s
入力料金$2/1M
出力料金$10/1M
ランキング
レビュー
Kimi K3.1 Pro is a leading model in coding and automated AI agent operations. While its complex logical reasoning still trails the top-tier models, it remains an ideal choice for developers and engineers looking to leverage agentic workflows.
長所
- Market-leading autonomous AI agent capabilities, excelling at executing complex workflows and command-line operations
- Top-tier coding performance, effectively handling technical problem-solving and generating precise code
- Flexible conversational abilities and broad contextual understanding, delivering natural responses and quickly grasping user intent
短所
- Advanced logical reasoning lags somewhat behind the industry's top models
- Less consistent on abstract academic tests and multi-step reasoning compared to its coding capabilities
ユースケース
Building and deploying AI agent systems to automate workflows or terminal interactionsAssisting developers with code generation, debugging, refactoring, and algorithmic problem-solvingServing as a general-purpose assistant for research, general inquiries, and everyday productivity tasks