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

N
News | PayPal Newsroom
P
Proofpoint News Feed
Cyberwarzone
Cyberwarzone
C
Cisco Blogs
SecWiki News
SecWiki News
Know Your Adversary
Know Your Adversary
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
Vercel News
Vercel News
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
罗磊的独立博客
NISL@THU
NISL@THU
WordPress大学
WordPress大学
Hacker News - Newest:
Hacker News - Newest: "LLM"
T
Threat Research - Cisco Blogs
AI
AI
Simon Willison's Weblog
Simon Willison's Weblog
Security Archives - TechRepublic
Security Archives - TechRepublic
有赞技术团队
有赞技术团队
L
LINUX DO - 热门话题
Hacker News: Ask HN
Hacker News: Ask HN
V
V2EX
G
GRAHAM CLULEY
TaoSecurity Blog
TaoSecurity Blog
Hugging Face - Blog
Hugging Face - Blog
D
Darknet – Hacking Tools, Hacker News & Cyber Security
F
Fortinet All Blogs
博客园 - 叶小钗
博客园 - 三生石上(FineUI控件)
云风的 BLOG
云风的 BLOG
Recorded Future
Recorded Future
Latest news
Latest news
The Hacker News
The Hacker News
aimingoo的专栏
aimingoo的专栏
T
Troy Hunt's Blog
S
Schneier on Security
I
Intezer
Google DeepMind News
Google DeepMind News
A
Arctic Wolf
Apple Machine Learning Research
Apple Machine Learning Research
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
T
Threatpost
爱范儿
爱范儿
The Register - Security
The Register - Security
S
SegmentFault 最新的问题
Blog — PlanetScale
Blog — PlanetScale
博客园 - 聂微东
宝玉的分享
宝玉的分享
Recent Commits to openclaw:main
Recent Commits to openclaw:main
美团技术团队
B
Blog RSS Feed

Hacker News

Introducing Claude Opus 4.7 Qwen Studio The Future of Everything is Lies, I Guess: Where Do We Go From Here? GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis Moving a large-scale metrics pipeline from StatsD to OpenTelemetry / Prometheus GitHub - Nightmare-Eclipse/RedSun: The Red Sun vulnerability repository GitHub - SethPyle376/hiraeth: Local AWS emulator focused on fast integration testing, with SQS support, SQLite-backed state, and a debug-friendly web UI. GitHub - macOS26/Agent: Any AI, replaces Claude Code, Cursor, OpenClaw. Over 18 LLM providers (Claude, OpenAI, Gemini, Ollama, Zai, HF, Qwen) wired into a native Mac app that writes code, builds Xcode projects, bumps versions, manages git, automates Safari, use AppleScript, JS or Accessibility, extend Agent! w/ MCP Servers, run tasks from your iPhone via Messages. YouTube now lets you turn off Shorts I Made a Terminal Pager Burgers | マクドナルド公式 Commands — HackerNews CLI documentation ChatGPT for Excel PiCore - Raspberry Pi Port of Tiny Core Linux Live Nation illegally monopolized ticketing market, jury finds Google Broke Its Promise to Me. Now ICE Has My Data. Founding Engineer at Adaptional | Y Combinator CRISPR takes important step toward silencing Down syndrome’s extra chromosome GitHub - saffron-health/libretto: The AI toolkit for building reliable browser automations US v. Heppner (S.D.N.Y. 2026) no attorney-client privilege for AI chats [pdf] Unexpected €54k billing spike in 13 hours: Firebase browser key without API restrictions used for Gemini requests Retrofitting JIT Compilers into C Interpreters IPv6 – Google The Accursèd Alphabetical Clock Cybersecurity Looks Like Proof of Work Now Fragments: April 14 Cal.com Goes Closed Source: Why AI Security Is Forcing Our Decision | Cal.com - Scheduling Software for Online Bookings Laravel raised money and now injects ads directly into your agent When moving fast, talking is the first thing to break Too much Discussion of the XOR swap trick – Heather Cafe Introduction to Spherical Harmonics for Graphics Programmers The Grand Line Building a Z-Machine in the worst possible language High-Level Rust: Getting 80% of the Benefits with 20% of the Pain GitHub - duguyue100/midnight-captain: Inspired by Midnight Commander, tailored to my taste. How to build a `git diff` driver · Jamie Tanna | Software Engineer Center for Responsible, Decentralized Intelligence at Berkeley The Local Universe’s Expansion Rate Is Clearer Than Ever, but Still Doesn’t Add Up - A new synthesis of astronomical measurements confirms a persistent mismatch that could point to physics beyond current models The air throughout our homes is infused with microplastics. But there are things you can do to breathe less of them The disturbing white paper Red Hat is trying to erase from the internet – OSnews The Future of Everything is Lies, I Guess: Annoyances ‘Abhorrent’: the inside story of the Polymarket gamblers betting millions on war Productive procrastination — Max van IJsselmuiden maps, territory and LMs 447 Terabytes per Square Centimetre at Zero Retention Energy: Non-Volatile Memory at the Atomic Scale on Fluorographane Show HN: Pardonned.com – A searchable database of US Pardons 20 Years on AWS and Never Not My Job The Seasons are Wrong Artemis II crew splashes down near San Diego after historic moon mission We gave an AI a 3 year retail lease in SF and asked it to make a profit | Andon Labs How a dancer with ALS used brainwaves to perform live On filing the corners off my MacBooks Installing every* Firefox extension OpenClaw’s memory is unreliable, and you don’t know when it will break Steve Blank Nowhere Is Safe Chimpanzees in Uganda locked in vicious 'civil war', say researchers watgo - a WebAssembly Toolkit for Go linux/Documentation/process/coding-assistants.rst at master · torvalds/linux GitHub - callumlocke/json-formatter: Makes JSON easy to read. Founding Product Engineer at Bild AI | Y Combinator A compelling title that is cryptic enough to get you to take action on it GitHub - Keychron/Keychron-Keyboards-Hardware-Design: Industrial design files for Keychron keyboards and mice. 100+ models with CAD assets in STEP, DXF, DWG, and PDF. Source-available, with commercial use allowed for original compatible accessories within the license terms. [ANNOUNCE] WireGuardNT v0.11 and WireGuard for Windows v0.6 Released 1D-Chess Helium Is Hard to Replace Cooperative Vectors Introduction | Evolve Keeping a Postgres queue healthy — PlanetScale Our response to the Axios developer tool compromise Do Americans read print books, e-books or audiobooks more? The Zettelkasten Method in Obsidian: A Practical Setup Guide Artemis II Is Competency Porn and We Are Starving For It WeakC4 Flight Viz — Cockpit View A Mexican surveillance giant you’ve never heard of is now watching the U.S. border Surelock: Deadlock-Free Mutexes for Rust RISC-V 101 – what is it and what does it mean for Canonical? | Ubuntu The Problem That Built an Industry How Much Linear Memory Access Is Enough? | Solidean Investigating Split Locks on x86-64 Simplest hash functions Sybilproof reputation mechanisms (2005) [pdf] What is a property? How Complex is my Code? Static code analysis in Kotlin — tools overview Toffoli gates are all you need PGLite evangelism dcmake: a new CMake debugger UI Clojure on Fennel part one: Persistent Data Structures Fragments: April 2 Python Release Python install manager 26.1 The Life and Death of the Book Review - Liberties Introducing Database Traffic Control — PlanetScale Bitcoin miners are losing $19,000 on every BTC produced as difficulty drops 7.8% God sleeps in the minerals Building slogbox Apple Silicon and Virtual Machines: Beating the 2 VM Limit Who was “Not Even Wrong” first? Pokemon Evolution Vs Darwinian Evolution The APL Programming Language Source Code
GitHub - vinhnx/VTCode: VT Code is an open-source coding agent with LLM-native code understanding and robust shell safety. Supports multiple LLM providers with automatic failover and efficient context management.
vinhnx · 2026-04-25 · via Hacker News

VT Code

A Rust terminal coding agent with safe workspace tools, multi-provider LLM support, and open protocol integrations.

Crates.io Version  GitHub Release  Skills  Zed ACP  MCP  Ask DeepWiki

VT Code demo

Quick start

Set a provider key and launch VT Code in a project:

export OPENAI_API_KEY="sk-..."
vtcode

Common commands:

vtcode ask "write a Rust factorial function" > factorial.rs
vtcode exec "summarize the current git diff"
vtcode --resume

Features

Area What VT Code provides
Agent runtime Interactive TUI, slash commands, streaming responses, non-interactive ask and exec, resume and continue, dynamic context curation
Coding tools Safe file operations, patching, ripgrep search, fuzzy file discovery, syntax-aware code intelligence, project indexing, terminal execution
Model providers GitHub Copilot, OpenAI, Anthropic, Gemini, DeepSeek, OpenRouter, Z.AI, Moonshot AI, MiniMax, Xiaomi MiMo, HuggingFace, Ollama, LM Studio, llama.cpp, custom OpenAI-compatible APIs
Extensibility Agent Skills, MCP clients and server mode, lifecycle hooks, subagents, background subprocess agents, custom providers, editor integrations
Interoperability Open Responses, Agent2Agent, Anthropic Messages API compatibility, ATIF trajectory export
Terminal UX Rich TUI, mouse support, text selection, live command output, Ghostty VT snapshots with legacy_vt100 fallback

Installation

macOS and Linux

curl -fsSL https://raw.githubusercontent.com/vinhnx/vtcode/main/scripts/install.sh | bash

Skip optional search tools:

curl -fsSL https://raw.githubusercontent.com/vinhnx/vtcode/main/scripts/install.sh | bash -s -- --without-search-tools

Windows PowerShell

irm https://raw.githubusercontent.com/vinhnx/vtcode/main/scripts/install.ps1 | iex

Note

Windows release artifacts are best-effort and may lag behind macOS/Linux builds.

Package managers

cargo install vtcode
brew install vtcode

# Development tap
brew tap vinhnx/tap
brew install vinhnx/tap/vtcode

Tip

Official macOS/Linux release archives include ghostty-vt/ runtime libraries for richer PTY snapshots. Custom installs continue to work with the built-in legacy_vt100 backend.

More details: Installation Guide, Native Installer Guide, Ghostty VT Packaging.

VT Code supports 20 LLM providers out of the box — from cloud APIs to local inference servers — plus any OpenAI-compatible API through [[custom_providers]].

Provider Provider ID Type
OpenAI openai Cloud
Anthropic anthropic Cloud
Gemini gemini Cloud
DeepSeek deepseek Cloud
GitHub Copilot copilot Cloud
OpenRouter openrouter Cloud
Xiaomi MiMo mimo Cloud
Hugging Face huggingface Cloud
Z.AI zai Cloud
Moonshot moonshot Cloud
MiniMax minimax Cloud
Mistral mistral Cloud
Qwen qwen Cloud
StepFun stepfun Cloud
Poolside poolside Cloud
OpenCode Zen opencode-zen Cloud
OpenCode Go opencode-go Cloud
Ollama ollama Local
LM Studio lmstudio Local
llama.cpp llamacpp Local
Custom API [[custom_providers]] Any OpenAI-compatible

For detailed setup guides, see Provider Guides.

Provider spotlight: Xiaomi MiMo V2.5 Series

VT Code is happy to be part of the Xiaomi MiMo Orbit Program

Xiaomi MiMo V2.5 - Invite builders

Xiaomi's MiMo V2.5 Pro is the default model in VT Code — available as the native MiMo provider and through OpenRouter. It delivers strong performance in agentic capabilities, complex software engineering, and long-horizon tasks with a 1M context window and deep reasoning.

Xiaomi MiMo V2.5 Pro on OpenRouter

Provider Model ID Context
OpenRouter xiaomi/mimo-v2.5-pro 1M tokens
OpenRouter xiaomi/mimo-v2.5 1M tokens
Xiaomi MiMo mimo-v2.5-pro 1M tokens
Xiaomi MiMo mimo-v2.5 1M tokens

Pricing: Pay-as-you-go · Subscription · Quick Access

Read: Xiaomi MiMo documentation | OpenRouter models.

Atlas Cloud

Atlas Cloud is an LLM provider accessible through VT Code's [[custom_providers]] support — no dedicated runtime provider needed.

[agent]
provider = "atlascloud"
default_model = "deepseek-ai/DeepSeek-V3-0324"

[[custom_providers]]
name = "atlascloud"
display_name = "Atlas Cloud"
base_url = "https://api.atlascloud.ai/v1"
api_key_env = "ATLASCLOUD_API_KEY"
model = "deepseek-ai/DeepSeek-V3-0324"

Atlas Cloud provider configuration

Other custom OpenAI-compatible providers use the same [[custom_providers]] pattern.

Recommended validated Atlas chat model pool examples for default_model or vtcode ask --model <model-id> include:

  • deepseek-ai/DeepSeek-V3-0324
  • deepseek-ai/deepseek-r1-0528
  • moonshotai/Kimi-K2-Instruct
  • Qwen/Qwen3-Coder
  • google/gemini-2.5-flash
  • openai/gpt-5.2-chat
  • anthropic/claude-opus-4.5-20251101
  • zai-org/glm-4.7
  • minimaxai/minimax-m2.1
  • xai/grok-4-0709

Configuration

VT Code reads configuration from vtcode.toml in your project root. The default agent uses the MiMo provider with mimo-v2.5-pro as the default model.

[agent]
provider = "openai"
default_model = "gpt-5.4"

Useful configuration docs:

Extension points

Skills

VT Code discovers repository, user, admin, and bundled system skills using the open Agent Skills SKILL.md format.

vtcode skills list
vtcode skills info my-skill
vtcode skills create my-skill
vtcode skills validate ./.agents/skills/my-skill

Read: Agent Skills Guide.

MCP

VT Code ships as both an MCP client and server:

  • Client: connect to any MCP server for tools like Figma, Playwright, Sentry, and more.
  • Server: expose VT Code tools to external agents and editors.

Read: MCP Integration.

Agents and editors

  • Zed: native ACP support with project-wide indexing.
  • VS Code / Copilot: use the vtcode ask CLI or background agent mode.
  • Claude Code: VT Code can operate as a subagent under claude.

Read: Zed ACP Guide, VS Code Guide, Claude Code Guide.

Safety model

VT Code runs a read-restricted shell. Every command passes through a sandbox that can block dangerous operations, log activity, and enforce policy.

Layer Behavior
Shell sandbox Restricts commands to a safe subset; dangerous patterns are blocked
Tool guardrails File operations are scoped to the project directory
Subprocess isolation Background agents run in bounded, supervised subprocesses
Audit logging All tool calls are logged for review

Read: Safety Architecture, Security Hardening, Threat Model.

Protocols and exports

Protocol Purpose Docs
Open Responses OpenAI-compatible response format Open Responses
ATIF Standardized session trajectory export ATIF Trajectory Format
A2A Agent discovery, task lifecycle, streaming, JSON-RPC A2A Protocol
Anthropic Messages API Compatibility server for Anthropic-style clients Provider Guides

Benchmarks

VT Code has a pending submission to vercel/next-evals-oss, the benchmark behind the Next.js AI Agent Evaluations leaderboard.

Agent Model Status Success Rate Passed Avg Duration
VT Code MiMo V2.5 Pro Pending -- -- --
Claude Code Claude Sonnet 4 Published 72.7% 24/33 173s
Codex CLI o3 Published 66.7% 22/33 234s
Copilot Claude Sonnet 4 Published 63.6% 21/33 244s
Gemini CLI Gemini 3 Flash Published 51.5% 17/33 173s
OpenAI Codex o3 Published 48.5% 16/33 221s
Aider Gemini 3 Pro Published 45.5% 15/33 228s

Development

git clone https://github.com/vinhnx/vtcode.git
cd vtcode
./scripts/run-debug.sh

VT Code uses Rust stable, edition 2024, and MSRV 1.88. The dev profile disables incremental compilation (sccache). Set CARGO_INCREMENTAL=1 to override.

Local checks:

./scripts/check-dev.sh             # fast gate (clippy, fmt, check)
./scripts/check-dev.sh --test      # + unit and integration tests
./scripts/check-dev.sh --workspace # + all workspace crates
./scripts/check-dev.sh --lints     # + additional lints

Running tests:

cargo nextest run                   # parallel runner (preferred)
cargo nextest run -p vtcode-core    # single crate
cargo nextest run test_name         # single test by name

Launching VT Code:

./scripts/run-debug.sh   # debug build + launch
./scripts/run.sh         # release build + launch

Both auto-bootstrap the Ghostty VT runtime. Without it, PTY snapshots fall back to legacy_vt100.

Read: Development Setup, Testing, CI/CD.

Contributing

Contributions are welcome -- typos, docs, bugs, code, ideas. Start with open issues or good first issues. For AI agents, read AGENTS.md first. Humans should also read CONTRIBUTING.md.

Support

VT Code is built in my spare time and shared freely with the community. If it helps you ship code, learn, experiment with agents, or save a few hours, a small donation helps me keep improving it.

You can support ongoing development at buymeacoffee.com/vinhnx. Stars, issues, feedback, and word of mouth also mean a lot.

Buy Me a Coffee QR code

Star History

If you find VT Code useful, please consider starring the repository. It helps more developers discover the project and gives the community a visible signal that the work is valuable.

Star History Chart

License

This repository is licensed under the MIT License.