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# 🦐 PicoClaw Roadmap
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> **Vision**: To build the ultimate lightweight, secure, and fully autonomous AI Agent infrastructure.automate the mundane, unleash your creativity
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---
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## 🚀 1. Core Optimization: Extreme Lightweight
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*Our defining characteristic. We fight software bloat to ensure PicoClaw runs smoothly on the smallest embedded devices.*
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* [**Memory Footprint Reduction**](https://github.com/sipeed/picoclaw/issues/346)
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* **Goal**: Run smoothly on 64MB RAM embedded boards (e.g., low-end RISC-V SBCs) with the core process consuming < 20MB.
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* **Context**: RAM is expensive and scarce on edge devices. Memory optimization takes precedence over storage size.
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* **Action**: Analyze memory growth between releases, remove redundant dependencies, and optimize data structures.
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## 🛡️ 2. Security Hardening: Defense in Depth
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*Paying off early technical debt. We invite security experts to help build a "Secure-by-Default" agent.*
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* **Input Defense & Permission Control**
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* **Prompt Injection Defense**: Harden JSON extraction logic to prevent LLM manipulation.
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* **Tool Abuse Prevention**: Strict parameter validation to ensure generated commands stay within safe boundaries.
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* **SSRF Protection**: Built-in blocklists for network tools to prevent accessing internal IPs (LAN/Metadata services).
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* **Sandboxing & Isolation**
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* **Filesystem Sandbox**: Restrict file R/W operations to specific directories only.
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* **Context Isolation**: Prevent data leakage between different user sessions or channels.
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* **Privacy Redaction**: Auto-redact sensitive info (API Keys, PII) from logs and standard outputs.
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* **Authentication & Secrets**
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* **Crypto Upgrade**: Adopt modern algorithms like `ChaCha20-Poly1305` for secret storage.
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* **OAuth 2.0 Flow**: Deprecate hardcoded API keys in the CLI; move to secure OAuth flows.
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## 🔌 3. Connectivity: Protocol-First Architecture
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*Connect every model, reach every platform.*
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* **Provider**
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* [**Architecture Upgrade**](https://github.com/sipeed/picoclaw/issues/283): Refactor from "Vendor-based" to "Protocol-based" classification (e.g., OpenAI-compatible, Ollama-compatible). *(Status: In progress by @Daming, ETA 5 days)*
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* **Local Models**: Deep integration with **Ollama**, **vLLM**, **LM Studio**, and **Mistral** (local inference).
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* **Online Models**: Continued support for frontier closed-source models.
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* **Channel**
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* **IM Matrix**: QQ, WeChat (Work), DingTalk, Feishu (Lark), Telegram, Discord, WhatsApp, LINE, Slack, Email, KOOK, Signal, ...
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* **Standards**: Support for the **OneBot** protocol.
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* [**attachment**](https://github.com/sipeed/picoclaw/issues/348): Native handling of images, audio, and video attachments.
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* **Skill Marketplace**
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* [**Discovery skills**](https://github.com/sipeed/picoclaw/issues/287): Implement `find_skill` to automatically discover and install skills from the [GitHub Skills Repo] or other registries.
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## 🧠 4. Advanced Capabilities: From Chatbot to Agentic AI
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*Beyond conversation—focusing on action and collaboration.*
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* **Operations**
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* [**MCP Support**](https://github.com/sipeed/picoclaw/issues/290): Native support for the **Model Context Protocol (MCP)**.
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* [**Browser Automation**](https://github.com/sipeed/picoclaw/issues/293): Headless browser control via CDP (Chrome DevTools Protocol) or ActionBook.
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* [**Mobile Operation**](https://github.com/sipeed/picoclaw/issues/292): Android device control (similar to BotDrop).
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* **Multi-Agent Collaboration**
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* [**Basic Multi-Agent**](https://github.com/sipeed/picoclaw/issues/294) implement
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* [**Model Routing**](https://github.com/sipeed/picoclaw/issues/295): "Smart Routing" — dispatch simple tasks to small/local models (fast/cheap) and complex tasks to SOTA models (smart).
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* [**Swarm Mode**](https://github.com/sipeed/picoclaw/issues/284): Collaboration between multiple PicoClaw instances on the same network.
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* [**AIEOS**](https://github.com/sipeed/picoclaw/issues/296): Exploring AI-Native Operating System interaction paradigms.
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## 📚 5. Developer Experience (DevEx) & Documentation
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*Lowering the barrier to entry so anyone can deploy in minutes.*
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* [**QuickGuide (Zero-Config Start)**](https://github.com/sipeed/picoclaw/issues/350)
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* Interactive CLI Wizard: If launched without config, automatically detect the environment and guide the user through Token/Network setup step-by-step.
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* **Comprehensive Documentation**
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* **Platform Guides**: Dedicated guides for Windows, macOS, Linux, and Android.
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* **Step-by-Step Tutorials**: "Babysitter-level" guides for configuring Providers and Channels.
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* **AI-Assisted Docs**: Using AI to auto-generate API references and code comments (with human verification to prevent hallucinations).
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## 🤖 6. Engineering: AI-Powered Open Source
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*Born from Vibe Coding, we continue to use AI to accelerate development.*
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* **AI-Enhanced CI/CD**
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* Integrate AI for automated Code Review, Linting, and PR Labeling.
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* **Bot Noise Reduction**: Optimize bot interactions to keep PR timelines clean.
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* **Issue Triage**: AI agents to analyze incoming issues and suggest preliminary fixes.
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## 🎨 7. Brand & Community
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* [**Logo Design**](https://github.com/sipeed/picoclaw/issues/297): We are looking for a **Mantis Shrimp (Stomatopoda)** logo design!
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* *Concept*: Needs to reflect "Small but Mighty" and "Lightning Fast Strikes."
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---
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### 🤝 Call for Contributions
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We welcome community contributions to any item on this roadmap! Please comment on the relevant Issue or submit a PR. Let's build the best Edge AI Agent together!
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