BUILDING RISK-AWARE AI AGENTS FOR VAULT CURATION

Summary from the TLDR Crypto newsletter

Gauntlet's Aria agent operates within a staged autonomy model (tool to scoped delegate to orchestrator), with all production vault changes requiring one or two human approvals before execution. In production, Aria has triaged 450+ risk alerts and reviewed 200+ pull requests, with 61 merged post-human approval. The core architectural principle separates offchain reasoning (unconstrained access to live data and compute) from onchain authority enforced via Aera's merkle-root committed guardian permissions, making delegation cryptographically precise and auditable. Gauntlet built its own agentic harness rather than using commercial platforms, citing ownership of controls and action verifiability as non-outsourceable requirements for adversarial DeFi environments.