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# Project Roadmap
This document outlines the development roadmap for PicoClaw. For the most up-to-date information, see [ROADMAP.md](../../ROADMAP.md) in the repository. # 🦐 PicoClaw Roadmap
## Vision > **Vision**: To build the ultimate lightweight, secure, and fully autonomous AI Agent infrastructure.automate the mundane, unleash your creativity
To build the ultimate lightweight, secure, and fully autonomous AI Agent infrastructure - automate the mundane, unleash your creativity.
## Core Pillars
### 1. Core Optimization: Extreme Lightweight
Our defining characteristic. We fight software bloat to ensure PicoClaw runs smoothly on the smallest embedded devices.
**Goals:**
- Run smoothly on 64MB RAM embedded boards (e.g., low-end RISC-V SBCs)
- Core process consuming < 20MB RAM
- Startup time < 1 second
**Current Status:**
- Memory footprint significantly lower than alternatives
- Fast startup achieved
- Continuous optimization in progress
### 2. Security Hardening: Defense in Depth
Building a "Secure-by-Default" agent.
**Focus Areas:**
- **Input Defense & Permission Control**
- Prompt injection defense
- Tool abuse prevention
- SSRF protection with built-in blocklists
- **Sandboxing & Isolation**
- Filesystem sandbox for file operations
- Context isolation between sessions
- Privacy redaction for sensitive data
- **Authentication & Secrets**
- Modern cryptography (ChaCha20-Poly1305)
- OAuth 2.0 flows for providers
### 3. Connectivity: Protocol-First Architecture
Connect every model, reach every platform.
**Provider Support:**
- Architecture upgrade to protocol-based classification
- Local model integration (Ollama, vLLM, LM Studio)
- Continued support for frontier closed-source models
**Channel Support:**
- IM platforms: QQ, WeChat, DingTalk, Feishu, Telegram, Discord, WhatsApp, LINE, Slack, Email, and more
- OneBot protocol support
- Native attachment handling
**Skill Marketplace:**
- Skill discovery and installation
- Community skill sharing
### 4. Advanced Capabilities: From Chatbot to Agentic AI
Beyond conversation - focusing on action and collaboration.
**Operations:**
- MCP (Model Context Protocol) support
- Browser automation via CDP
- Mobile device control
**Multi-Agent Collaboration:**
- Basic multi-agent implementation
- Smart model routing
- Swarm mode for multi-instance collaboration
- AI-Native OS interaction paradigms
### 5. Developer Experience & Documentation
Lowering the barrier to entry so anyone can deploy in minutes.
**Goals:**
- Zero-config quick start with interactive CLI wizard
- Comprehensive platform guides (Windows, macOS, Linux, Android)
- Step-by-step tutorials for all features
- AI-assisted documentation generation
### 6. Engineering: AI-Powered Open Source
Using AI to accelerate development.
- AI-enhanced CI/CD (code review, linting, PR labeling)
- Bot noise reduction
- AI-powered issue triage
### 7. Brand & Community
**Logo Design:** We are looking for a Mantis Shrimp (Stomatopoda) logo design!
- Concept: "Small but Mighty" and "Lightning Fast Strikes"
## Release Timeline
### Short Term (Next 3 Months)
- [ ] Complete protocol-based provider architecture
- [ ] Enhanced documentation and tutorials
- [ ] Additional channel integrations
- [ ] Performance optimizations
### Medium Term (3-6 Months)
- [ ] MCP support implementation
- [ ] Multi-agent collaboration improvements
- [ ] Skill marketplace launch
- [ ] Mobile operation support
### Long Term (6-12 Months)
- [ ] Browser automation
- [ ] Swarm mode
- [ ] AI-Native OS exploration
- [ ] Expanded hardware support
## Contributing to the Roadmap
We welcome community contributions to any item on this roadmap!
### How to Contribute
1. **Comment on Issues**: Find relevant issues on [GitHub](https://github.com/sipeed/picoclaw/issues)
2. **Submit PRs**: Implement features and submit pull requests
3. **Provide Feedback**: Share your use cases and requirements
4. **Test Early Builds**: Help test new features before release
### Suggesting Features
1. Check existing issues first
2. Open a [GitHub Discussion](https://github.com/sipeed/picoclaw/discussions) for discussion
3. Provide detailed use cases
4. Be open to feedback and iteration
## Tracking Progress
- **GitHub Projects**: Track specific initiatives
- **Milestones**: See planned releases
- **Changelog**: View completed features
## Prioritization
Features are prioritized based on:
1. **Community demand**: User requests and feedback
2. **Strategic alignment**: Fit with vision and goals
3. **Resource availability**: Contributor capacity
4. **Dependencies**: Technical requirements
## Version History
| Version | Highlights |
|---------|------------|
| 1.x | Core functionality, multi-provider, multi-channel |
| Upcoming | Protocol architecture, enhanced docs, more integrations |
## Get Involved
Ready to help build the best Edge AI Agent?
- [View Open Issues](https://github.com/sipeed/picoclaw/issues)
- [Join Discord](https://discord.gg/V4sAZ9XWpN)
- [Contribute Code](../developer-guide/contributing.md)
--- ---
*This roadmap is subject to change based on community feedback and technical requirements. Last updated: 2024.* ## 🚀 1. Core Optimization: Extreme Lightweight
*Our defining characteristic. We fight software bloat to ensure PicoClaw runs smoothly on the smallest embedded devices.*
* [**Memory Footprint Reduction**](https://github.com/sipeed/picoclaw/issues/346)
* **Goal**: Run smoothly on 64MB RAM embedded boards (e.g., low-end RISC-V SBCs) with the core process consuming < 20MB.
* **Context**: RAM is expensive and scarce on edge devices. Memory optimization takes precedence over storage size.
* **Action**: Analyze memory growth between releases, remove redundant dependencies, and optimize data structures.
## 🛡️ 2. Security Hardening: Defense in Depth
*Paying off early technical debt. We invite security experts to help build a "Secure-by-Default" agent.*
* **Input Defense & Permission Control**
* **Prompt Injection Defense**: Harden JSON extraction logic to prevent LLM manipulation.
* **Tool Abuse Prevention**: Strict parameter validation to ensure generated commands stay within safe boundaries.
* **SSRF Protection**: Built-in blocklists for network tools to prevent accessing internal IPs (LAN/Metadata services).
* **Sandboxing & Isolation**
* **Filesystem Sandbox**: Restrict file R/W operations to specific directories only.
* **Context Isolation**: Prevent data leakage between different user sessions or channels.
* **Privacy Redaction**: Auto-redact sensitive info (API Keys, PII) from logs and standard outputs.
* **Authentication & Secrets**
* **Crypto Upgrade**: Adopt modern algorithms like `ChaCha20-Poly1305` for secret storage.
* **OAuth 2.0 Flow**: Deprecate hardcoded API keys in the CLI; move to secure OAuth flows.
## 🔌 3. Connectivity: Protocol-First Architecture
*Connect every model, reach every platform.*
* **Provider**
* [**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)*
* **Local Models**: Deep integration with **Ollama**, **vLLM**, **LM Studio**, and **Mistral** (local inference).
* **Online Models**: Continued support for frontier closed-source models.
* **Channel**
* **IM Matrix**: QQ, WeChat (Work), DingTalk, Feishu (Lark), Telegram, Discord, WhatsApp, LINE, Slack, Email, KOOK, Signal, ...
* **Standards**: Support for the **OneBot** protocol.
* [**attachment**](https://github.com/sipeed/picoclaw/issues/348): Native handling of images, audio, and video attachments.
* **Skill Marketplace**
* [**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.
## 🧠 4. Advanced Capabilities: From Chatbot to Agentic AI
*Beyond conversation—focusing on action and collaboration.*
* **Operations**
* [**MCP Support**](https://github.com/sipeed/picoclaw/issues/290): Native support for the **Model Context Protocol (MCP)**.
* [**Browser Automation**](https://github.com/sipeed/picoclaw/issues/293): Headless browser control via CDP (Chrome DevTools Protocol) or ActionBook.
* [**Mobile Operation**](https://github.com/sipeed/picoclaw/issues/292): Android device control (similar to BotDrop).
* **Multi-Agent Collaboration**
* [**Basic Multi-Agent**](https://github.com/sipeed/picoclaw/issues/294) implement
* [**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).
* [**Swarm Mode**](https://github.com/sipeed/picoclaw/issues/284): Collaboration between multiple PicoClaw instances on the same network.
* [**AIEOS**](https://github.com/sipeed/picoclaw/issues/296): Exploring AI-Native Operating System interaction paradigms.
## 📚 5. Developer Experience (DevEx) & Documentation
*Lowering the barrier to entry so anyone can deploy in minutes.*
* [**QuickGuide (Zero-Config Start)**](https://github.com/sipeed/picoclaw/issues/350)
* Interactive CLI Wizard: If launched without config, automatically detect the environment and guide the user through Token/Network setup step-by-step.
* **Comprehensive Documentation**
* **Platform Guides**: Dedicated guides for Windows, macOS, Linux, and Android.
* **Step-by-Step Tutorials**: "Babysitter-level" guides for configuring Providers and Channels.
* **AI-Assisted Docs**: Using AI to auto-generate API references and code comments (with human verification to prevent hallucinations).
## 🤖 6. Engineering: AI-Powered Open Source
*Born from Vibe Coding, we continue to use AI to accelerate development.*
* **AI-Enhanced CI/CD**
* Integrate AI for automated Code Review, Linting, and PR Labeling.
* **Bot Noise Reduction**: Optimize bot interactions to keep PR timelines clean.
* **Issue Triage**: AI agents to analyze incoming issues and suggest preliminary fixes.
## 🎨 7. Brand & Community
* [**Logo Design**](https://github.com/sipeed/picoclaw/issues/297): We are looking for a **Mantis Shrimp (Stomatopoda)** logo design!
* *Concept*: Needs to reflect "Small but Mighty" and "Lightning Fast Strikes."
---
### 🤝 Call for Contributions
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!