KAT Coder Pro V2 operates like a senior engineer comfortable owning entire workflows — it's built around agentic reinforcement learning, meaning it can autonomously navigate multi-step coding tasks rather than just completing snippets. With a 256K context window and up to 80K tokens of output, it handles large codebases and lengthy generation tasks without truncating.