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kwaipilot/kat-coder-pro
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KAT-Coder-Pro V1
KAT-Coder-Pro V1 is KwaiKAT's most advanced agentic coding model in the KAT-Coder series. Designed specifically for agentic coding tasks, it excels in real-world software engineering scenarios, achieving 73.4% solve rate on the SWE-Bench Verified benchmark. The model has been optimized for tool-use capability, multi-turn interaction, instruction following, generalization, and comprehensive capabilities through a multi-stage training process, including mid-training, supervised fine-tuning (SFT), reinforcement fine-tuning (RFT), and scalable agentic RL.
11/10/2025
256,000 tokens
#112 Code (Overall)
Specifications
Modalities
Input
text
Output
text
Supported Parameters
frequency_penalty
max_tokens
presence_penalty
repetition_penalty
response_format
seed
stop
structured_outputs
temperature
tool_choice
tools
top_k
top_p
Max Output Tokens
128,000Frequently asked questions
- Is KAT-Coder-Pro V1 available on FastMetal?
- Not at the moment. GLM 5.3 Flash, from the same lab, is available on the FastMetal API today.
- What is the context window of KAT-Coder-Pro V1?
- 256,000 tokens, shared between the prompt and the response.
- How does KAT-Coder-Pro V1 rank?
- #112 on the public arena's Overall board (ELO 1,255). Ranks move as the leaderboard is updated.
Leaderboard
Code
OverallELO: 1,255
#112