4
Coding
Moonshot has focused on coding and agentic work; evaluate K-series models on your own repositories.
Kimi: what it is and what it is best at
A long-context assistant from Moonshot AI, popular for reading and summarising big documents.
The short version
At a glance
Made byMoonshot AI
CategoryAssistants
Strongest atcoding, research, agents & automation
NameKimi is the assistant from Moonshot AI, a Beijing-based lab; the product is known for long-context reading.
Overview
What Kimi is
Kimi is Moonshot AI's assistant. It became known for handling very long documents and, more recently, for open-weight models with strong coding and agent abilities.
Its Agent Swarm approach coordinates many sub-agents on a task, and its open releases make it relevant to teams that want to self-host.
Current models. Public reports describe Kimi K2.6 (April 2026, open weights), K2.7 Code (June 2026) and Kimi K3 (July 2026). Parameter counts and benchmark claims are mostly company statements.
Where it is strong
Capability profile
Scores are Halden’s editorial view of typical fit on a 0–5 scale. They are not benchmark results and will differ by task, model version and plan: test on your own work.
Coding, analytics, documents, research
How it performs by task
3
Analysis & analytics
Good for reading long reports; verify numbers independently.
3
Documentation & writing
Useful for summarising and rewriting long material.
4
Research
Handles long source packs; confirm key claims.
Practical tips
Get more from Kimi
- Use it for long document packs, then spot-check the summary.
- If self-hosting open weights, review the licence and your security requirements.
- Review data residency before sending work material.
Watch-outs
- Hosting location and terms matter for sensitive data.
- Benchmark claims are often the company's own.
What has changed recently
Latest news and releases
- Kimi K3 launches
Reports say Moonshot made K3 available in July and later released it for download; benchmark comparisons are the company's own.
Source: KuCoin News - Kimi K2.6 released as open weights
Reported with a 256K context window and an Agent Swarm that scales to hundreds of sub-agents.
Source: DataNorth
Compiled on October 9, 2026 from public reporting, much of it secondary. Dates, names and specifications can change, so confirm on Kimi’s own site before you rely on them.
Go deeper
How-to guides for Kimi and similar tools
September 16, 2026 · 3 min readHow to choose an AI assistant for your teamWith dozens of assistants available, the right choice is the one that fits your work, your information rules and your people. A structured trial beats a feature chart.October 4, 2026 · 3 min readTen questions to ask an AI vendor before you signA good demo shows what a product can do. These questions show what it will do inside your organization, with your data, on an ordinary day.October 9, 2026 · 3 min readAn AI policy for small teams: one page that people will actually readA useful AI policy is short enough to remember and specific enough to use on a Tuesday afternoon. Here is a one-page structure that works for growing teams.
Keep exploring
Compare with other tools
FAQ
Kimi: common questions
What is Kimi best for?
Reading and summarising long documents, plus coding and agent tasks in newer models.
Is Kimi open source?
Some Kimi models have been released with open weights under their own licence; check the specific model.
Can businesses use Kimi?
Yes, subject to your data-handling rules and the provider's terms.
A next step
Choose tools on evidence from your own work.
Run a short pilot with the people who will use Kimi, measure the result, and decide with data, not hype.