惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

G
Google Developers Blog
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Martin Fowler
Martin Fowler
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
IT之家
IT之家
云风的 BLOG
云风的 BLOG
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
Google DeepMind News
Google DeepMind News
Microsoft Azure Blog
Microsoft Azure Blog
Engineering at Meta
Engineering at Meta
P
Proofpoint News Feed
博客园_首页
J
Java Code Geeks
C
Check Point Blog
I
InfoQ
Apple Machine Learning Research
Apple Machine Learning Research
大猫的无限游戏
大猫的无限游戏
D
Docker
U
Unit 42
T
The Blog of Author Tim Ferriss
F
Fortinet All Blogs
GbyAI
GbyAI
N
Netflix TechBlog - Medium
T
Tailwind CSS Blog

Towards AI

Building AI Agents in Rust — part 4 | Towards AI Building AI Agents in Rust — part 5 | Towards AI The Verified Identity Agent Bridge | Towards AI You Can’t Prompt Your Away Your LLM Problems | Towards AI The Free Agent Trap | Towards AI Your Agentic Loop Will Drift. Here Is the KL Divergence Equation That Measures How Far It Has Wandered From Its Original Instruction. | Towards AI Beyond Chat: Processing Images, PDFs, and Documents with the OpenAI Adapter in Oracle Integration Cloud | Towards AI Building AI Agents in Rust — part 3 | Towards AI Self-Hosting Airflow at Home: Automating Stock Price Data Collection | Towards AI The 76-Hour Frontier: How the Takedown of Claude Fable 5 Birthed the Military-Industrial-AI Complex | Towards AI I Trained a Markdown File to Boost GPT-5.5 by 23 Points — It Shouldn't Work | Towards AI We Replaced ChatGPT With a Local AI Server. Six Months of Honest Data. | Towards AI What Really Makes Cars Pollute? A Data Science Deep Dive into CO₂ Emissions | Towards AI Training GPT-2 From Scratch on a GTX1050 | Towards AI Principal Component Analysis (PCA): Theory, Mathematics, and Applications Build a Zero-Cost Web Automation Pipeline With OpenRouter, OpenClaw, and MediaUse I Gave Qwen3.7-Plus a Screenshot and It Found the Exact Pixel to Click for $0.40 Beyond the Prompt: Why Autonomous AI Agents Are Replacing the Chatbot Connections, Roles, and Warehouses: Getting CoCo Desktop Production-Ready from Day One My First $5,000 Month Writing About AI Engineering on Medium Google Shrank Gemma 4 by 72% and Unsloth Fixed the 4-Bit Bug Nobody Else Caught on One 4090, and 4-Bit Shouldn’t Be This Good LangChain Explained: Understanding Models, Prompts, Chains, Memory, Indexes, and Agents TOON: Beyond JSON for LLMs Claude Code Casual, Pro, Elite: The Three Working Personas of Claude Code Mastery MiniMax M3 Decodes 1M Tokens 15x Faster — and It Shouldn’t Be This Cheap Using Amazon SQS for AI Agent Orchestration I Ran a 1.5B-Active Model on My Laptop That Embarrassed a 26B by 46 Points How to Build a Self-Improving Company with AI Part 3 — Implementation/Engine-Level: Choosing the Runtime That Gives You These for Free Part 2 — Serve-Level Speed: System Design That Stabilizes P95/P99
Moonshot Cracked Claude Code’s Playbook with an MIT Termi...
Editorial Team · 2026-06-08 · via Towards AI

Name: Towards AI Legal Name: Towards AI, Inc. Description: Towards AI is the world's leading artificial intelligence (AI) and technology publication. Read by thought-leaders and decision-makers around the world. Phone Number: +1-650-246-9381 Email: pub@towardsai.net

228 Park Avenue South New York, NY 10003 United States

Website: https://towardsai.net/ Publisher: https://towardsai.net/#publisher Diversity Policy: https://towardsai.net/about Ethics Policy: https://towardsai.net/about Masthead: https://towardsai.net/about

Name: Towards AI Legal Name: Towards AI, Inc. Description: Towards AI is the world's leading artificial intelligence (AI) and technology publication. Founders: Roberto Iriondo, Website, Job Title: Co-founder and Advisor Works for: Towards AI, Inc. Follow Roberto: X, LinkedIn, GitHub, Google Scholar, Towards AI Profile, Medium, ML@CMU, FreeCodeCamp, Crunchbase, Bloomberg, Roberto Iriondo, Generative AI Lab, Generative AI Lab VeloxTrend Ultrarix Capital Partners Denis Piffaretti, Job Title: Co-founder Works for: Towards AI, Inc. Louie Peters, Job Title: Co-founder Works for: Towards AI, Inc. Louis-François Bouchard, Job Title: Co-founder Works for: Towards AI, Inc.

Cover:

Towards AI Cover

Logo:

Towards AI Logo

Areas Served: Worldwide Alternate Name: Towards AI, Inc. Alternate Name: Towards AI Co. Alternate Name: towards ai Alternate Name: towardsai Alternate Name: towards.ai Alternate Name: tai Alternate Name: toward ai Alternate Name: toward.ai Alternate Name: Towards AI, Inc. Alternate Name: towardsai.net Alternate Name: pub.towardsai.net

5 stars – based on 497 reviews

Frequently Used, Contextual References

TODO: Remember to copy unique IDs whenever it needs used. i.e., URL: 304b2e42315e

Resources

Free: 6-day Agentic AI Engineering Email Guide.
Learnings from Towards AI's hands-on work with real clients.

Moonshot Cracked Claude Code’s Playbook with an MIT Terminal Agent and a alt=

Last Updated on June 8, 2026 by

Author(s): Chew Loong Nian – AI ENGINEER

Originally published on Towards AI.

Why this matters right now

A Chinese lab just shipped a terminal coding agent that does almost everything Claude Code does, released the entire thing under the MIT license, and pointed it at a model that costs $0.60 per million output tokens. Claude Code’s default model, Opus 4.8, costs $25 for the same million tokens. That is roughly 42 times more expensive on the part of the bill that actually hurts. I spent the morning reading Moonshot’s repo line by line, pulling the install script apart, and trying to find the catch. The catch is smaller than you would expect.

Moonshot Cracked Claude Code’s Playbook with an MIT Terminal Agent and a alt=

The article explains that Moonshot’s terminal agent is called Kimi Code CLI and is truly open to build and distribute under MIT, with an emphasis on how it differs from other “terminal coding agents” that are moving toward closed-source distribution. It details what the CLI does (single-binary install, a TUI, OAuth/API key login, and a workflow that reads/edits code and runs shell/web tasks), then highlights standout capabilities such as video input, conversational MCP configuration, built-in subagents, lifecycle hooks, and editor integration via an Agent Client Protocol. It argues the core value is not just the agent wrapper but the pricing and model loop: Kimi Code CLI runs on Kimi K2.6 open-weight models with dramatically cheaper output-token costs, making agent usage far more affordable than Claude Code’s and others’ more expensive proprietary setups. The piece compares how each incumbent approaches openness and licensing, concludes that Kimi Code CLI is an open alternative aligned with developers’ need to avoid lock-in and pricing shocks, and ends with a “verdict” that while the repo is still young and not for everyone (e.g., enterprise constraints), the direction toward open, MIT-licensed tooling is the most durable edge for 2026.

Read the full blog for free on Medium.

Published via Towards AI


Towards AI Academy

We Build Enterprise-Grade AI. We'll Teach You to Master It Too.

15 engineers. 100,000+ students. Towards AI Academy teaches what actually survives production.

Start free — no commitment:

6-Day Agentic AI Engineering Email Guide — one practical lesson per day

Agents Architecture Cheatsheet — 3 years of architecture decisions in 6 pages

Our courses:

AI Engineering Certification — 90+ lessons from project selection to deployed product. The most comprehensive practical LLM course out there.

Agent Engineering Course — Hands on with production agent architectures, memory, routing, and eval frameworks — built from real enterprise engagements.

AI for Work — Understand, evaluate, and apply AI for complex work tasks.

Note: Article content contains the views of the contributing authors and not Towards AI.