When AI agents build production apps, the generated code often lacks authorization, audit trails, and identity controls — not because the model can't write them, but because they weren't in the prompt. The post demonstrates this with a credit-issuing button built by an AI agent that had no access controls. The proposed solution is to deploy AI-built React apps into Retool's runtime, which automatically wraps them with SSO, permission groups, approval gates, and audit logging without modifying the app code. A second section covers HarnessX, a research system that uses reinforcement learning to let an agent harness optimize itself from execution traces, achieving average 14.5% gains across benchmarks. A brief explainer on multi-head attention in Transformers is also included.
