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Web3 & FintechCoinbase CDP Partner

AI-powered wallet + trading agent for Coinbase CDP

IndustryWeb3
Timeline6 weeks
PlatformWeb
AI-powered wallet + trading agent for Coinbase CDP

The Challenge

The client needed a natural-language interface for Coinbase CDP wallet operations. Every reference implementation out there was either a toy demo with no safety controls, or a raw API wrapper with no intelligence behind it at all. The real problem was combining LLM reasoning with blockchain operations in a way that was actually safe for production, where one unchecked agent action can mean irreversible financial consequences.

Our Approach

We flipped the usual build order. Guardrails came before capabilities. Transaction limits, confirmation steps, and protected backend endpoints were all defined and enforced before any intelligence got layered on top. That meant the system defaulted to safe behavior by design, and the LLM's job was to assist within clear boundaries rather than act on its own. Every agent action gets logged end to end for audit.

What We Built

  • •LLM agent orchestration for natural language wallet and transaction commands
  • •Coinbase CDP wallet creation, management, and balance queries
  • •On-chain transaction execution with explicit confirmation flows
  • •Multi-tier safety guardrails including transaction limits and operation whitelisting
  • •Authentication middleware protecting all state-changing REST endpoints
  • •Full audit logging for every agent action and on-chain operation

The Results

  • ✓Natural language interface for wallet creation and on-chain transactions
  • ✓Zero unauthorized transactions, multi-tier guardrail system enforced throughout
  • ✓Full audit log of every agent action for compliance and review
  • ✓Agent observability with LangSmith, including execution traces, prompt debugging, and tool-level monitoring

Technologies

PythonCoinbase CDP SDKWeb3LangGraphLangSmith tracing & observabilityFastAPI

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