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Agentic workflows and prompt coercion are the new attack surface. This tutorial shows a concrete, deployable boundary strategy (policy engine + sandbox + attested channels) to reduce agentic compromise risk — with configs, code, metrics and a founder cost/risk frame.
A builder-focused breakdown of Agentic RL for GPT-OSS: what changed, what to implement first, and how founders can decide if the economics work.
A hands‑on tutorial showing how to embed the Codex agent with a Codex App Server — a bidirectional JSON‑RPC service that powers streaming progress, tool use, approvals, and diffs. Includes an implementation plan, infra and monitoring artifacts, rollout gates, and founder ROI considerations.