Give LLM agents ACID guarantees: treat every workflow as a transaction
A new paper maps database semantics onto AI agents, reframing multi-step workflows as transactions with Semantic Atomicity, Consistency, Isolation, and Durability: validate before committing, quarantine failed attempts, keep state durable. A prototype data agent beats SOTA by 10.6%, including Claude Code, opening a fresh reliability agenda for agent systems.