
Technology

Kill-switch patterns to constrain AI agent browsers with allowlists, timeouts, and human approvals enforced at the edge.
Schema-first contracts keep React UI generation, Supabase RLS, and Stripe webhooks consistent using OpenAPI plus Zod.

Contract tests plus shadow runs let teams diff SQL and Python outputs, explain mismatches, and cut over with defensible confidence.





