Kwaipilot's Kat Coder is a leading coding model designed for text-to-text applications. Released on November 10, 2025, it boasts a remarkable context length of 256,000 tokens, making it suitable for handling extensive coding tasks. With input and output modalities both in text, KAT-Coder leverages advanced training techniques, including supervised fine-tuning and reinforcement learning, to enhance its performance on enterprise codebases. This model is capable of generating high-quality code responses, ensuring accuracy and relevance in software development projects.
Use Cases
Here are a few ways teams apply Kwaipilot: KAT-Coder-Pro V1 (free) in practice—from fast drafting to multimodal understanding. Adapt these ideas to your workflow.
Generate code snippets from natural language descriptions
Assist in debugging and code optimization
Streamline software development workflows
Key Features
A quick look at the capabilities that make this model useful in real projects.
High resolution rate of 73.4% on SWE-Bench Verified
Handles extensive context with 256,000 tokens
Utilizes advanced training techniques
Text-to-text input and output modalities
Designed for enterprise codebases
Specs
Overview
Vendor
kwaipilot
Model ID
kwaipilot/kat-coder-pro:free
Release
2025-11-10
Modalities & context
Input
text
Output
text
Context
256,000 tokens
Parameters & defaults
Supported parameters: frequency_penalty, max_tokens, presence_penalty, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_p
Defaults: temperature 0.2, top_p 0.95
Benchmark tests: Kwaipilot: KAT-Coder-Pro V1 (free)
We ran this model against a few representative prompts to show its range. Review the outputs below and be the judge.
Text
Prompt:
Write 150 words on how AI might positively upend work, leisure and creativity
Artificial intelligence has the potential to positively transform work, leisure, and creativity in profound ways. In the workplace, AI can automate repetitive tasks, freeing humans to focus on strategic thinking, emotional intelligence, and complex problem-solving. This shift may lead to more fulfilling jobs and improved work-life balance. In leisure, AI-powered personalization can enhance entertainment, fitness, and learning experiences, tailoring content to individual preferences and promoting lifelong growth. Most excitingly, AI is revolutionizing creativity by serving as a collaborative tool for artists, writers, and designers—generating ideas, refining drafts, and enabling new forms of expression. From composing music to co-writing stories or visualizing concepts, AI lowers barriers to creative participation. Rather than replacing human imagination, it amplifies it, making creativity more accessible across disciplines. As AI integrates into daily life, it holds the promise of a future where people have more time, tools, and inspiration to pursue meaningful work, enriching hobbies, and innovative self-expression—ushering in a new era of human potential.
Run this prompt on Upend.AI