neuron-explorer
Steering-first neuron explorer for Qwen3.5-4B: push every MLP neuron, keep every rollout, browse the results
翻譯準備中
尚未偵測到更新。GitHub 發布版本後會顯示在這裡。
個人 GitHub 帳號下公開儲存庫的擁有者可以登入並驗證所有權,自行管理介紹,無需管理員核准。
登入並產生驗證檔案,在 30 分鐘內將其提交至此儲存庫的預設分支。其他分支或分叉儲存庫中的檔案無效。然後在下方檢查檔案,即可無需管理員核准直接管理專案。請保留檔案以維持管理權限。
如需登入,將前往登入頁面。登入後請回到此處,再次點擊所選的驗證按鈕。
在專案資料夾中執行 /nomorevibe verify,即可驗證所有權並自行管理介紹。
一分鐘完成驗證An out-of-the-box, ultra-low-resource desktop agent foundation for building digital employees. Built for developers and the enterprise.
翻譯準備中
取自儲存庫 README
正在載入完整 README。 以下為已儲存的摘錄。
An out-of-the-box, ultra-low-resource desktop agent foundation for building digital employees. Built for developers and the enterprise.
Build and run digital employees on the computer people already use, and keep them running stably on a server. Both the agent and the model can stay inside your own environment, with no per-seat fees. The desktop app and the web app share the same capabilities, on Windows, macOS, and Linux.檢視完整 README ↗An out-of-the-box, ultra-low-resource desktop agent foundation for building digital employees. Built for developers and the enterprise.
Build and run digital employees on the computer people already use, and keep them running stably on a server. Both the agent and the model can stay inside your own environment, with no per-seat fees. The desktop app and the web app share the same capabilities, on Windows, macOS, and Linux.
| You want | Get it here |
|---|---|
| Ready to use, out of the box | Official download |
| Community installers | GitHub Releases |
| Deploy inside your company | Deployment guide |
A digital employee has to work inside a real office setup: a license that allows commercial use, a desktop client and a web app, a small footprint, eyes and a mouse on the screen, and one conversation that can keep going.
Pointer is more than a runtime for Skills. It builds the business system, helps turn manual work into a Skill that drives it through its UI and HTTP interfaces, and carries what manual runs teach back into the Skill and the system itself.
| Capability | What you get |
|---|---|
| Agent system | Built-in general, coder, computer, and explore. Sub-agents can run in the background so the main conversation can continue |
| Chat engine | Streaming, prompt assembly, and tool calling; long conversations, context compression, and milestone recall |
| Tools | Terminal, file read/write/search, web search and fetch, task board; vision computer control for GUI apps (still being improved) |
| Skills and extensions | Skills, plugins, and user rules; external tools via MCP |
| Dispatch and triggers | Scheduled tasks, webhooks, and IM inbound events enter chat through one dispatcher |
| Entry points | Desktop, web, and Feishu, DingTalk, WeCom, and WeChat |
| Model access | OpenAI-compatible APIs. Qwen and DeepSeek are built in; Doubao, Kimi, Zhipu, OpenRouter, and others can be added—no single-vendor lock-in |
After a role is written as a reusable Skill, you need a shared format, an easy install path, editing in the conversation, and a way to validate it at scale.
| What you need | What Pointer provides |
|---|---|
| Write in a shared format | Skills use a common skill format, compatible with Codex and similar directories. Instructions, references, scripts, and assets stay separate |
| Install, then turn it on | Enable skills in the library, including zip import. Existing skills can be imported from Codex, Claude, OpenClaw, and Hermes |
| Author and edit in the conversation | Creating, editing, reviewing, and packaging goes to the coding sub-agent. A skill can also ship inside a plugin |
| Skill validation | Run the Skill under high-concurrency background sub-agents in isolated environments, and sweep many test samples quickly to check stability and correctness |
| Fill in a missing runtime | If Node, Python, or another runtime is missing, install it in the conversation and keep testing the skill |
Start with getting started.
The desktop app, web app, and IM channels share one pointer-core. The UI handles interaction; orchestration, tools, Skills, and sessions live in the core.
Layer notes: docs/en/developer/architecture.md.
| Audience | Start here |
|---|---|
| Users | docs/user/ |
| Developers | docs/developer/ |
| Contributors | CONTRIBUTING.md · docs/en/DEVELOPMENT.md |
| Security | SECURITY.md |
| Changes | CHANGELOG.md |
Full index: docs/README.md.
The desktop app is Tauri 2 and Vue 3. The web UI is the same interface served by pointer-server. Chat, tools, Skills, and agents live in crates/pointer-core.
npm install
npm run tauri:dev
The desktop window opens with no control plane bound when pointer.local.env is absent. The first compile can take a few minutes.
Use two terminals:
# terminal 1
npm install
npm run server:dev
# terminal 2
npm run web:dev
Then open http://127.0.0.1:1420/. Details: docs/en/DEVELOPMENT.md.
Users start the desktop client with the script. It does not call npm. An existing target/release/pointer-app or an installed app opens directly; --build is what recompiles locally:
./scripts/quick-deploy.sh start standalone-client --runtime bin
Flavour (POINTER_EDITION) and runtime form (client / server) matter when you are building an installer:
| What you are doing | Start here |
|---|---|
| Run a client locally, or hand a self-built client to colleagues | standalone × client |
| Stand up a server for your team | standalone × server |
| Enterprise: client bound to your internal control plane | managed × client |
| Enterprise: deploy the control-plane server | managed × server |
All four — build command, variables, artifacts, verification, dependencies: docs/en/deploy/README.md. Platform packaging (Windows / macOS / Linux): docs/en/deploy/platforms.md.
Bump the root VERSION file, sync, then push a v*.*.* tag. CI builds Windows / macOS / Linux and opens a draft on GitHub Releases. CI produces the standalone client package only — managed (official / enterprise) packages are built locally or on your own CI.
# edit VERSION, then:
npm run version:sync
npm run version:check
git tag v0.1.2
git push origin v0.1.2
# or build packages on this machine:
npm run tauri:build
npm run server:build
Details: docs/en/contributing/cross-platform-build.md · docs/en/contributing/versioning.md.
Pointer learned from and was inspired by:
Apache License 2.0. Copyright 2026 刘新星 (https://pointer.readflowai.com). Trademarks and official domains are described in NOTICE.