onChain-agent provides a comprehensive toolset for building self-driving blockchain agents powered by AI. It continuously listens to on-chain events such as token transfers, governance proposals, or price feeds, then uses integrated large language models to interpret data, generate decision plans, and trigger transactions. The framework includes configurable strategy templates for DeFi arbitrage, market making, liquidity provision, and governance voting. It manages private keys securely, ensures risk checks, and logs all activities for auditability. Developers extend functionality via plugin modules supporting custom chains, data oracles, and advanced AI models. Real-time monitoring dashboards and alerts help users track performance.

Autonolas Network provides a modular architecture of smart contract modules and SDK tools that enable the creation, governance, and deployment of autonomous agents on Ethereum. Each agent can be configured with registry entries, reputation scoring, on-chain governance voting, treasury management, and scheduled task execution. Off-chain bots interact with on-chain components through oracles and relayers, performing automated DeFi operations such as liquidations, arbitrage, and yield-farming while distributing fees and rewards to stakeholders according to transparent rules.