Embedded Device Deployment

Deploy PicoClaw on ultra-low-cost embedded devices like LicheeRV-Nano, NanoKVM, and MaixCAM

Overview

PicoClaw’s ultra-lightweight design (< 10MB RAM, 1-second boot) makes it perfect for embedded devices. You can run a full AI assistant on hardware as cheap as $9.90!

Supported Devices

PicoClaw has been successfully deployed on:

Device	Price	Architecture	Memory	Use Case
LicheeRV-Nano E/W	$9.90	RISC-V	64MB+	Minimal Home Assistant
NanoKVM	$30-50	ARM	512MB+	Automated Server Maintenance
NanoKVM-Pro	$100	ARM	1GB+	Professional KVM with AI
MaixCAM	$50	ARM	256MB+	Smart Monitoring
MaixCAM2	$100	ARM	512MB+	4K AI Camera with Assistant

Hardware Requirements

Minimum Requirements

• CPU: Any single-core 0.6GHz+ processor (ARM, ARM64, RISC-V, x86_64)
• RAM: 10MB minimum, 64MB recommended
• Storage: 50MB for binary + config
• Network: WiFi or Ethernet

Recommended Specifications

• RAM: 128MB+ for better performance
• Storage: 256MB+ for logs and conversation history
• Network: Stable connection for API calls

Architecture Support

PicoClaw supports multiple architectures:

• ARM (32-bit) - ARMv7 and later
• ARM64 (64-bit) - ARMv8/AArch64
• RISC-V - RV64GC and compatible
• x86_64 - Standard x64 processors

LicheeRV-Nano Deployment

About LicheeRV-Nano

The LicheeRV-Nano is an ultra-affordable RISC-V development board:

• Price: $9.90
• CPU: RISC-V C906 @ 1GHz
• RAM: 64MB DDR2
• Variants: E (Ethernet) or W (WiFi 6)
• Use Case: Minimal home assistant, IoT gateway

Installation

1. Download the RISC-V binary:

wget https://github.com/sipeed/picoclaw/releases/download/v0.1.1/picoclaw-linux-riscv64
chmod +x picoclaw-linux-riscv64

2. Transfer to device (via SCP or USB):

scp picoclaw-linux-riscv64 root@licheerv-nano:/usr/local/bin/picoclaw

3. Initialize on device:

ssh root@licheerv-nano
picoclaw onboard

4. Configure your API keys in ~/.picoclaw/config.json

Memory Optimization for 64MB RAM

For devices with only 64MB RAM, optimize your configuration:

{
  "agents": {
    "defaults": {
      "max_tokens": 2048,
      "temperature": 0.7,
      "max_tool_iterations": 10
    }
  },
  "heartbeat": {
    "enabled": false
  }
}

NanoKVM Deployment

About NanoKVM

NanoKVM is a cost-effective KVM-over-IP solution:

• Price: $30-100 (Standard/Pro)
• CPU: ARM Cortex-A7/A53
• RAM: 512MB - 1GB
• Use Case: Remote server management with AI assistance

Installation

1. Download the ARM64 binary:

wget https://github.com/sipeed/picoclaw/releases/download/v0.1.1/picoclaw-linux-arm64
chmod +x picoclaw-linux-arm64

2. Transfer to NanoKVM:

scp picoclaw-linux-arm64 root@nanokvm:/usr/local/bin/picoclaw

3. Set up as a service (see systemd guide)

Use Cases for NanoKVM

• Automated monitoring: AI agent monitors server status
• Alert analysis: AI interprets error messages and suggests fixes
• Remote assistance: Chat with your KVM via Telegram for server status

MaixCAM Deployment

About MaixCAM

MaixCAM is an AI-enabled camera platform:

• Price: $50 (MaixCAM) /$100 (MaixCAM2)
• CPU: ARM Cortex-A7 @ 1GHz+
• RAM: 256MB - 512MB
• Camera: Built-in with AI processing
• Use Case: Smart monitoring, security, computer vision

Installation

1. Download the appropriate binary:

# For 32-bit systems
wget https://github.com/sipeed/picoclaw/releases/download/v0.1.1/picoclaw-linux-arm

# For 64-bit systems
wget https://github.com/sipeed/picoclaw/releases/download/v0.1.1/picoclaw-linux-arm64

2. Transfer to MaixCAM and install

3. Configure for monitoring:

{
  "channels": {
    "telegram": {
      "enabled": true,
      "token": "YOUR_BOT_TOKEN"
    }
  }
}

Use Cases for MaixCAM

• Smart security: AI analyzes camera feeds and sends alerts
• Object detection: Notify when specific objects are detected
• Event logging: Natural language logs of camera events

Building from Source for Embedded Devices

For custom architectures or latest features:

# Clone repository
git clone https://github.com/sipeed/picoclaw.git
cd picoclaw

# Install dependencies
make deps

# Build for specific architectures
make build-linux-arm      # 32-bit ARM
make build-linux-arm64    # 64-bit ARM
make build-linux-riscv64  # RISC-V 64-bit

# Build all platforms
make build-all

Binaries will be in the build/ directory.

Performance Benchmarks

Memory Usage by Device

Device	RAM Total	PicoClaw Usage	Available for OS
LicheeRV-Nano	64MB	~8MB	56MB
NanoKVM	512MB	~8MB	504MB
MaixCAM	256MB	~8MB	248MB

Boot Time

On a 0.6GHz single-core processor:

• Cold start: < 1 second
• Gateway mode: < 2 seconds
• Memory footprint: Stable at < 10MB

Network Configuration

Embedded devices often need special network setup:

Static IP Configuration

For devices without DHCP:

# Edit network config
nano /etc/network/interfaces

# Add static IP
auto eth0
iface eth0 inet static
    address 192.168.1.100
    netmask 255.255.255.0
    gateway 192.168.1.1

WiFi Setup (for W variants)

# Configure WiFi
wpa_passphrase "YOUR_SSID" "YOUR_PASSWORD" >> /etc/wpa_supplicant/wpa_supplicant.conf

# Restart networking
systemctl restart networking

Storage Management

Embedded devices often have limited storage:

Check Available Space

df -h

Clean Up Old Logs

# Limit session history
find ~/.picoclaw/workspace/sessions -type f -mtime +7 -delete

# Compress old logs
find ~/.picoclaw -name "*.log" -mtime +1 -exec gzip {} \;

Configure Log Rotation

Create /etc/logrotate.d/picoclaw:

/var/log/picoclaw/*.log {
    daily
    rotate 3
    compress
    missingok
    notifempty
}

Running as a Service

For always-on operation, see the systemd setup guide.

Troubleshooting

Out of Memory

• Reduce max_tokens in config
• Disable heartbeat for very low-memory devices
• Enable swap if available

Slow Performance

• Check network latency to API provider
• Reduce max_tool_iterations
• Use a faster LLM provider (e.g., Groq, Cerebras)

Device Reboots

• Check power supply stability
• Monitor temperature: cat /sys/class/thermal/thermal_zone0/temp
• Ensure adequate cooling

Community Deployments

See PicoClaw running on embedded devices:

Share your deployment on our Discord community!

Next Steps

• Run as System Service - Auto-start on boot
• Optimize Configuration - Tune for your hardware
• Chat Apps Integration - Connect Telegram, Discord