KAT-Coder-Pro V2.5 is a flagship agentic coding model designed to take on complete issues or end-to-end business workflows, autonomously locate and modify code in real repositories, run tests, and deliver production-ready results. Trained with large-scale agentic reinforcement learning and a multi-expert architecture, it combines strong long-horizon engineering execution with the frontend aesthetic generation capabilities introduced in V2. It is well suited for real-repository software development, workflow automation such as data analysis and report generation, and seamless integration with coding agents like Claude Code and OpenHands.
Providers
Route requests across multiple providers. Copy a provider slug to set your preference.
Uptime
24hoursDirect request success rate on AI Gateway and per-provider.
Throughput
24hoursP50 throughput on live AI Gateway traffic, in tokens per second (TPS).
Latency
24hoursP50 time to first token (TTFT) on live AI Gateway traffic, in milliseconds.
Activity
Token volume and request traffic to this model over time.
Token volume broken down by the provider that served each request. Larger segments indicate providers handling more of this model's traffic.
Benchmarks
Scores on standardized evaluations. Higher percentages are better — and rank percentile shows
Metrics sourced fromArtificial Analysis
Apps
Public apps that send the most traffic to this model. Good signal for what real production workloads look like — and a hint at which use cases this model is best suited for. View All
