Kimi K2.6 Has Arrived: An Open-Weight Powerhouse for Agentic Work
Moonshot's new model is optimized for OpenClaw and KiloClaw
Moonshot AI just dropped their latest model, Kimi K2.6, and it’s an absolute powerhouse for agentic workflows. Even better? It’s completely open-weight from release day.
Moonshot AI is starting to feel like less of a “moonshot” and more of a sure thing. The lab’s previous big release, Kimi K2.5, was an immediate hit on Kilo. Our users praised its ability to reason through complex codebases, suggest refactoring strategies, and maintain context across large-scale projects.
The next iteration doesn’t disappoint, ensuring that Kimi models will stay competitive with frontier offerings like OpenAI’s GPT models. During our early preview testing, Kimi K2.6 blew us away with its ability to handle complex, long-context tasks across massive codebases. We’re thrilled to announce that Kimi K2.6 is already live, fully integrated, and available to use in Kilo Code and KiloClaw.
K2.6 offers SOTA-level performance at a fraction of the cost. It's tremendously good at long-context tasks across the codebase, as well as the day-to-day work needed to support an always-on agent like KiloClaw. Moonshot has impressed us yet again!
—Scott Breitenother, Co-founder & CEO, Kilo Code
A Model Designed for OpenClaw
What sets Kimi K2.6 apart is its sheer stamina and reliability for continuous, long-horizon coding tasks. This isn’t just an iterative update. The numbers speak for themselves. In head-to-head benchmarking against the industry’s heaviest closed-source hitters, Kimi K2.6 is an open-weight model that holds its own. It scored an impressive 80.2% on SWE-Bench Verified and 58.6% on SWE-Bench Pro, showcasing its deep understanding of real-world software engineering issues. Additionally, it achieved a strong 92.5% F1-score on DeepSearchQA and an excellent 66.7% on Terminal-Bench 2.0.
We found Kimi K2.6 to be tremendously capable at handling the rigorous, day-to-day processing required to support an always-on agent like KiloClaw. Over a continuous 13-hour execution period, Kimi K2.6 independently iterated through 12 optimization strategies, made over 1,000 tool calls, and precisely modified more than 4,000 lines of code. The result? A massive 185% leap in median throughput (from 0.43 to 1.24 MT/s).
We’re excited to give it a run in PinchBench shortly and see if these tests apply to OpenClaw tasks for the benchmark.
Kimi K2.6 raises the bar for open-source models. It excels in coding and especially for agentic tools like OpenClaw and Hermes. In early testing, it sustains long multi-step sessions with impressive stability.
—Michael Chiang, Co-founder, Ollama
For teams deploying multi-agent systems, Kimi K2.6 elevates the Agent Swarm architecture to entirely new heights. The model can now dynamically scale horizontally to 300 sub-agents executing across 4,000 coordinated steps simultaneously—a massive leap from K2.5’s limit of 100 sub-agents and 1,500 steps. This extreme parallelization fundamentally reduces end-to-end latency while enabling the swarm to execute deeply complex, heterogeneous tasks concurrently.
K2.6 also gives single agents more power. It lets you turn files such as PDFs, spreadsheets, slides, and Word documents into agent skills, unlocking a wide range of agentic knowledge work (see their release post for examples).
Ready for Kilo Code and KiloClaw
Whether you’re doing deep codebase refactoring, hunting down non-obvious bugs, or setting up autonomous 24/7 workflows, K2.6 delivers the performance, instruction-following, and stability you need. One caveat: the model can be very creative, so make sure you give it clear instructions; when you do, its ability to minimize repetitive overhead translates to a significantly smoother, more trustworthy end-to-end experience for developers.
Ready to put these impressive stats to the test in your own workspace? Kimi K2.6 is available to use now in the Kilo Gateway. That means you can use it wherever you use Kilo—in the Kilo CLI, our VS Code and JetBrains extensions, Hermes, KiloClaw (our hosted OpenClaw), and more. Experience the next evolution of open-source agentic intelligence today.
Read more about the official model release and dive into the full technical benchmarks from Moonshot AI here: Kimi K2.6 Announcement.