01What is Kimi K2.7 code and how does it work?

Kimi K2.7 code is Moonshot's strongest coding model. It is not just a chatbot. It is a builder that writes whole apps from a single sentence, runs them, finds bugs, fixes them, and repeats until the app works.

It has a 256,000 token context window. That is a lot of text it can remember. This helps it handle long tasks without losing track.

It can work on big projects, like a whole app or a game, in one go.

In this episode, Julian plugged Kimi K2.7 into Hermes agent. Hermes is an AI agent system. Together, they act like a team of AI workers.

You give a task, and they build it. Julian shows how you can describe an app in one sentence, and the team builds it and fixes bugs before you finish your coffee.

02Main features of Kimi K2.7 code you need to know

Kimi K2.7 code has several features that make it stand out. Here are the main ones shown in the episode:

  • 256K context window – It can handle long conversations and big code files.
  • Long horizon tasks – It can work on tasks that take a long time, like building an OS or a game.
  • Self-judging – It checks its own work, scores it, and improves it.
  • Uses fewer thinking tokens – It uses 30% fewer tokens than K2.6 but scores higher.
  • Works with Hermes agent – You can plug it into Hermes to create a team of AI agents.
  • Kimi coding plan – A subscription that gives you more tokens, cheaper than API.

These features make it feel like Claude when coding, but it is cheaper to use with Hermes.

03How to set up Kimi K2.7 code with Hermes agent

Setting up Kimi K2.7 code with Hermes agent is simple. Julian shows the steps in the episode. Here is how to do it:

  1. Open the Hermes terminal in your agent operating system.
  2. Type 'Hermes model' to see the current model.
  3. Switch to Kimi by selecting the Kimi coding plan option.
  4. Make sure you are not using the API, because it can be more expensive.
  5. Create an agent profile inside Hermes and plug Kimi K2.7 in as the brain.
  6. Use the Kanban board to assign tasks to different agents, like a producer or editor.

That is it. You can start building apps, videos, and games right away. Julian recommends using the coding plan to save money.

04How to use Kimi K2.7 code for apps, videos, and games

Julian shows many examples of what you can build with Kimi K2.7 code. First, he created a whole video using a team of Hermes agents. He described the app in one sentence, and the team built it, ran it, and fixed bugs.

For the video, he used agents for producing, editing, and judging. The judge scored the video from 6 to 9 out of 10, then fixed issues until it was good. The music and voiceover were also generated with Kimi K2.7.

He also built a web OS with apps like notes, calculator, paint, and a clock. The OS saves notes and shows the right time. He created a 3D game and a Skyrim-style RPG.

You can control the game with your mouse, and it responds to scrolling.

You can also chat with Kimi K2.7 directly in Hermes. Ask it to open a website, and it does it. It reads the page and shows you real content.

05Results and benchmarks from the episode

Julian shared Moonshot's own benchmarks for Kimi K2.7 code. These are not independent, but they show improvements over K2.6. On Kimi Code Bench, it went from 50.9 to 62.0.

On Program Bench, from 48.3 to 53.6. On MLS Bench Lite, from 26.7 to 35.1.

On Kimi Claw, a cloud agent tool, it went from 42.9 to 46.9. On MCP Atlas, from 69.4 to 76. On MCP Mark Verified, from 72.8 to 81.1.

That last one beats Claude Opus 4.8, which scores 76.4%.

He also noted that Kimi K2.7 code uses 30% fewer thinking tokens than K2.6 while scoring higher. That means it is more efficient and does better work.

In real tests, the team created a full edited video in about 90 minutes. Julian said it was better than some work from his own editors.

06Tips, limits, and mistakes to avoid with Kimi K2.7 code

Kimi K2.7 code is powerful, but it has limits. Julian noticed it is a bit slow when chatting. It took about seven seconds to reply to a simple 'Are you here?' It is also slow for computer use or browser use tasks.

To avoid mistakes, always use the Kimi coding plan instead of API. API can get expensive. The coding plan gives you more tokens for long tasks.

Do not expect it to be perfect on the first try. It iterates and improves. That is normal.

The judge agent scored the video 9 out of 10, not 10, because it kept improving.

Also, be patient. It is a reasoning model, so it takes time. But for long horizon tasks, it is worth it.

07Who should use Kimi K2.7 code and why it matters

Kimi K2.7 code is for anyone who wants to build apps, videos, or games without being a coder. Julian says he is not technical, but he uses it every day. Many people in his community do too.

It matters because it gives you an affordable way to use a frontier coding model. You do not have to rent brainpower by the token. You can own the builder.

With Hermes agent, you can create a team of AI agents that work together. The Kanban board helps manage tasks. This makes complex projects possible for non-technical people.

If you want to create high-quality AI videos or apps, this is one of the best ways Julian has seen. It is easy to set up and use.