EvoClaw
Self-Evolving AI Agent Framework
Adapts. Evolves. Everywhere. ð
What is EvoClaw?
EvoClaw is a lightweight, self-evolving AI agent that lives on YOUR machine with full OS access. Every device becomes an agent. Every agent evolves.
Agents improve over time using genetic algorithms and fitness scoring
Hot/Warm/Cold architecture â scales to 5+ years without context bloat
Verifiable reputation on ClawChain â agents you can trust
7.2MB Go orchestrator + 1.8MB Rust edge agent
Get Started
Native Binary
DefaultFull OS access â bash, filesystem, network. Maximum power.
curl -fsSL https://evoclaw.win/install.sh | sh
Recommended for power users who want their agent to have full system control.
Podman Container
Opt-in SandboxLocal sandbox â rootless, daemonless. Your machine, contained.
podman run -d ghcr.io/clawinfra/evoclaw
For users who want isolation without leaving their machine.
E2B Cloud Sandbox
Opt-in CloudRemote sandbox â zero local footprint. Try without installing.
evoclaw sandbox --provider e2b
For experimentation and cloud-first workflows.
Talk to Your Agent
evoclaw tui â Chat in Your Terminal
Architecture
Go Orchestrator
7.2MB âĒ Coordinates agents, routes models, manages evolution
Rust Edge Agent
1.8MB âĒ Runs on Pi, phones, IoT. Trading, monitoring, sensing
𧎠Evolution Engine
Genetic algorithms âĒ Fitness scoring âĒ Strategy optimization
ð§ Tiered Memory
Hot (5KB) âĒ Warm (scored) âĒ Cold (Turso) âĒ O(log n) tree search
âïļ ClawChain (Home)
Agent DID âĒ Reputation âĒ Governance âĒ Default chain
testnet.clawchain.winð Execution Chains (Opt-in)
BSC âĒ ETH âĒ Solana âĒ Hyperliquid âĒ Any EVM
Actions reported back to ClawChainClawChain is home. Every agent's identity, reputation, and governance lives on ClawChain â our Substrate L1 built for agents. Execution chains (BSC, ETH, etc.) are opt-in for specific tasks. All cross-chain actions report back to ClawChain for unified trust scoring.
Tiered Memory
Inspired by human cognition and PageIndex â O(log n) tree search, not brute-force vector RAG.
Hot Memory
5KB capActive working context. Auto-rebuilt by LLM distillation. Fixed size â never grows.
Warm Memory
50KB scoredScored facts with relevance decay. score = importance à recency à ln(1+access)
Cold Archive
UnlimitedTurso (SQLite at the edge). Tree-indexed hierarchical retrieval. Scales to years.
Relevance = importance à recency_decay(half_life=30d) à (1 + 0.1 à ln(1 + access_count))
On-Chain Agent Registry
Agents register on BSC Testnet (execution chain). Identity reports back to ClawChain.
Already running EvoClaw? Register your agent's on-chain identity here.
Ecosystem
ClawChain Testnet
L1 blockchain for agents. NPoS staking, 8 pallets, 6s blocks.
testnet.clawchain.win âGitHub
Open source. Go orchestrator + Rust edge agent. MIT license.
github.com/clawinfra/evoclaw âClawHub Skills
17 published skills â trading, memory, language servers, social.
clawhub.com âBlock Explorer
Browse ClawChain blocks, accounts, staking, and governance.
Polkadot.js Apps â"Empty your mind, be formless, shapeless â like water. You put water into a cup, it becomes the cup. You put water into a bottle, it becomes the bottle. Be water, my friend." â Bruce Lee
EvoClaw is formless. Put it in a teddy bear â it becomes a companion. Put it in a trading terminal â it becomes a trader. Put it on a farm sensor â it becomes a crop whisperer. The container changes. The essence doesn't.
Same DNA. Same evolution. Different container. Be water, my agent. ðð§Ž