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

博客园 - 聂微东
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
月光博客
月光博客
博客园 - 三生石上(FineUI控件)
The Cloudflare Blog
博客园 - Franky
IT之家
IT之家
V
Visual Studio Blog
博客园 - 【当耐特】
阮一峰的网络日志
阮一峰的网络日志
V
V2EX
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
博客园 - 司徒正美
爱范儿
爱范儿
Hugging Face - Blog
Hugging Face - Blog
宝玉的分享
宝玉的分享
博客园 - 叶小钗
有赞技术团队
有赞技术团队
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
酷 壳 – CoolShell
酷 壳 – CoolShell
量子位
罗磊的独立博客
小众软件
小众软件
Jina AI
Jina AI

Hacker News - Newest: "AI"

AI can't read an investor deck AI as an attorney? Student uses ChatGPT, Gemini to sue UW over alleged racial discrimination Hacking MCP Servers in AI Systems – The Rug Pull: Tool Changes After Approval GitHub - MeepCastana/KubeezCut: Free Web based video editor Can AI judge journalism? A Thiel-backed startup says yes, even if it risks chilling whistleblowers Coming soon: 10 Things That Matter in AI Right Now DARPA built an AI to fact-check enemy weapons claims What explains heterogeneity in AI adoption? When AI Meets Muscle: Context-Aware Electrical Stimulation Promises a New Way to Guide Human Movements - Department of Computer Science AI Changed How We Build. It Did Not Change What Matters. Linux rules on using AI-generated code - Copilot is OK, but humans must take 'full responsibility for the… Meta spins up AI version of Mark Zuckerberg to engage with employees Code Mode: Let Your AI Write Programs, Not Just Call Tools | TanStack Blog GitHub - Delavalom/graft: Go framework for building AI agents. Type-safe tools, multi-provider (OpenAI, Anthropic, Gemini, Bedrock), zero vendor SDKs. India's TCS tops estimates, says new AI models did not dent services demand Gen Z's fading AI hype Strong feeling: we are in a folded AI reality GitHub - machinarii/total-recall-catalog: A reference catalog of latest knowledge retrieval, memory & RAG systems GitHub - mensfeld/code-on-incus: Give each AI agent its own isolated machine with root, Docker, and systemd. Active defense detects and stops threats automatically.. Quantization, LoRA, and the 8% Problem: Benchmarking Local LLMs for Production AI Iran war: We spoke to the man making Lego-style AI videos that experts say are powerful propaganda Powell, Bessent discussed Anthropic's Mythos AI cyber threat with major U.S. banks GitHub - immartian/bellamem: Persistent belief-graph memory for AI agents. Retrieves decisive context by importance — not recency, not RAG, not /compact. recursive-mode: The Repo-Native Operating System for AI Engineering After the attack on Sam Altman's home, will AI CEO's go on the offensive? The biggest advance in AI since the LLM Opus 4.6 vs GPT 5.4 One Prompt Unity World Generation Test “AI polls” are fake polls Client Challenge Can AI be a 'child of God'? Inside Anthropic's meeting with Christian leaders
GitHub - buda-ai/bunny-agent: Build coding agent SaaS via...
chepy · 2026-04-25 · via Hacker News - Newest: "AI"

Bunny Agent Logo

A calm, powerful coding agent — runs anywhere, ships everywhere.

Daily driver CLI  ·  AI SDK UI native  ·  Remote sandbox in one command  ·  Build your own Agent product

License TypeScript AI SDK pnpm Powered by Pi

Quick Start  ·  Features  ·  Remote Sandbox  ·  Build Your Own Agent  ·  Docs


What is Bunny Agent?

Bunny Agent is a coding agent built on Pi Coding Agent — multi-model, harness-ready, and designed from the ground up for three jobs at once:

Mode What it means
🖥️ Daily CLI agent Install and use it like a local coding assistant, today
☁️ Remote sandbox agent bunny remote my-project — spin up a cloud machine for $5/mo
🏗️ Your own Agent product Next.js SaaS · Desktop app · Build your own OpenClaw alternative

It outputs a native AI SDK UI stream — meaning you can wire it directly into any useChat() frontend with zero glue code.


✨ Features

🧠 Multi-Model, One CLI

Switch between Claude, Gemini, OpenAI, or any provider — no code changes required.

bunny run --runner pi --model google:gemini-2.5-pro   -- "refactor this module"
bunny run --runner claude --model claude-opus-4        -- "review my PR"
bunny run --runner codex                               -- "fix the failing tests"

Powered by Pi Coding Agent — think of it as the oh-my-zsh of coding agents: pre-wired for every major provider, battle-tested on real engineering tasks.


🔧 Harness-Ready — Tools Included

No config needed. Bunny ships with a pre-built tool harness:

Tool What it does
🔍 Web Search Brave / Tavily, auto-detected from env keys
🌐 Web Fetch Full page content extraction
🖼️ Image Generation AI image creation from prompts
🔨 Bash Execute Run shell commands in the sandbox
📁 File Ops Read / write files in the workspace

Add your own tools by dropping a skill file — the harness discovers them automatically.


🐰 Built with a Conscience

Every Bunny Agent ships with a core directive baked into its system prompt:

"Protect Human. Push Humanity Forward."

It's not decoration — it's the guiding principle behind every tool call, every decision, and every line of code Bunny writes.


📡 AI SDK UI Native — Zero Glue

Bunny's stdout is an AI SDK UI stream. Pipe it to your server, pass it to your client, done.

// Next.js API route — this is the entire backend
export async function POST(req: Request) {
  const { messages, sessionId } = await req.json();

  const agent = new BunnyAgent({
    id: sessionId,
    sandbox: new SandockSandbox(),
    runner: { kind: "pi", model: "google:gemini-2.5-pro" },
  });

  return agent.stream({ messages }); // returns a Response with AI SDK UI stream
}
// React client — useChat just works
const { messages, input, handleSubmit } = useChat({ api: "/api/agent" });

No protocol translation. No buffering. Pure passthrough.


☁️ One-Command Remote Sandbox

Stop worrying about your laptop's specs. Launch a cloud machine instantly:

bunny remote my-project

That's it. You're now in a remote machine backed by Sandock:

  • NVMe SSD — fast local I/O, not sluggish network storage
  • 🗂️ POSIX-compliant filesystem — full compatibility, no quirks for coding agents
  • 🔒 Isolated container, persistent volume across sessions
  • 💰 Starting at $5 / month — production-grade at hobby prices
  • ♾️ Launch as many sandboxes as you need — no local resource constraints

Sandock is purpose-built for coding agents: SSD-backed, POSIX-native, and optimised for the read/write patterns that agents generate. It's the best-performing sandbox at the lowest cost.


💾 Persistent Sessions

Every agent run is tied to an id. Resume exactly where you left off — same filesystem, same context.

bunny run --resume my-project -- "continue where we left off"

🚀 Quick Start

Install

npm install -g @bunny-agent/runner-cli

Set your API key

export ANTHROPIC_API_KEY=sk-ant-...
# or for Gemini:
export GEMINI_API_KEY=...

Run your first task

# Local — uses your current directory
bunny run -- "explain this codebase and suggest improvements"

# Remote — cloud sandbox via Sandock
bunny remote my-project

# Choose a model
bunny run --runner pi --model google:gemini-2.5-pro -- "write unit tests for src/auth.ts"

From source

git clone https://github.com/vikadata/sandagent.git
cd bunny-agent
pnpm install && pnpm build

cd apps/runner-cli
npx bunny-agent run -- "your task here"

☁️ One-Command Remote Sandbox

bunny remote <project-name>

Under the hood this:

  1. Provisions a Sandock container with NVMe storage
  2. Mounts a persistent volume for <project-name>
  3. Drops you into an interactive agent session on that machine

Run multiple sandboxes in parallel:

bunny remote frontend-work    # machine 1
bunny remote backend-api      # machine 2
bunny remote data-pipeline    # machine 3

Each runs in full isolation. No config drift, no "works on my machine".

Get a Sandock API key at sandock.ai — plans start at $5/month.


🏗️ Build Your Own Agent Product

Use the SDK to embed Bunny Agent in any product — a Next.js SaaS, an Electron desktop app, or your own OpenClaw alternative. The architecture is the same either way: your UI talks to an AI SDK stream, Bunny handles the rest.

Architecture

Your Next.js App
    │
    ├── useChat() ─────────────────────────  React client (AI SDK)
    │
    └── POST /api/agent ──────────────────   your API route
            │
            └── Bunny Agent.stream() ────────  Bunny Agent SDK
                    │
                    ├── runner: pi / claude / codex / gemini
                    │
                    └── sandbox: Sandock / E2B / Daytona / Local

Sandbox options

Sandbox Best for Setup
Sandock ⭐ NVMe SSD · POSIX filesystem · coding-agent optimised · from $5/mo API key from sandock.ai
E2B Managed cloud sandboxes API key from e2b.dev
Daytona Enterprise / self-hosted API key from daytona.io
Local Development, no cloud needed No key required

Switch with one import — the rest of your code stays unchanged.

import { createBunnyAgent } from "@bunny-agent/sdk";
import { SandockSandbox } from "@bunny-agent/sandbox-sandock";

const agent = createBunnyAgent({
  sandbox: new SandockSandbox(),
  runner: { kind: "pi", model: "anthropic:claude-sonnet-4" },
});

// Returns LanguageModelV3 — compatible with Vercel AI SDK
const model = await agent.getModel();

🔧 CLI Reference

bunny run [options] -- "<task>"

Options:
  -r, --runner <name>    Runner: pi | claude | gemini | codex | opencode  (default: claude)
  -m, --model  <model>   Model override  (e.g. google:gemini-2.5-pro)
  -c, --cwd    <path>    Working directory  (default: current dir)
  -s, --system-prompt    Custom system prompt
  -t, --max-turns <n>    Maximum turns
      --resume <session> Resume a previous session
      --yolo             Skip confirmation prompts
  -h, --help             Show help

Environment Variables

Variable Description
ANTHROPIC_API_KEY Claude / Anthropic models
GEMINI_API_KEY Google Gemini models
OPENAI_API_KEY OpenAI models
SANDOCK_API_KEY Sandock remote sandbox
E2B_API_KEY E2B cloud sandbox
BRAVE_API_KEY Brave web search
TAVILY_API_KEY Tavily web search (fallback)

📦 Packages

Package Description
@bunny-agent/sdk Embed Bunny in your app
@bunny-agent/runner-harness Pre-built tool harness (search, bash, files, image gen)
@bunny-agent/runner-pi Pi coding agent runner (multi-model)
@bunny-agent/runner-claude Claude Agent SDK runner
@bunny-agent/runner-codex OpenAI Codex runner
@bunny-agent/runner-gemini Gemini CLI runner
@bunny-agent/sandbox-sandock Sandock sandbox adapter
@bunny-agent/sandbox-e2b E2B sandbox adapter
@bunny-agent/sandbox-daytona Daytona sandbox adapter
@bunny-agent/sandbox-local Local sandbox adapter

📚 Documentation


📊 Benchmark Results

Bunny Agent is evaluated on the GAIA benchmark — a challenging real-world task benchmark designed for general AI assistants.

Model: Gemini 3.1 Pro (via OpenAI-compatible API)

Level Tasks Score Pass Rate
L1 (simple reasoning) 42 34/42 81%
L2 (multi-step) 66 55/66 83%
L3 (complex reasoning) 19 13/19 68%

Results are legitimate zero-shot runs (no answer-revealing hints). Scores significantly exceed typical zero-shot baselines (~50–60% L2, ~11–30% L3).

Benchmarks are run using apps/bunny-bench — the integrated evaluation harness that ships with this repo. Wrong-answer tracking lets you iterate on failures without re-running solved tasks.


🤝 Contributing

PRs welcome. See CONTRIBUTING.md for guidelines.

pnpm install    # install all workspace dependencies
pnpm build      # build all packages
pnpm test       # run tests
pnpm typecheck  # type-check everything

License

Apache 2.0 — see LICENSE.