OpenAI launches stateful AI on AWS, signaling a control plane power shift. OpenAI rolls out a stateful AI runtime on Amazon Bedrock, creating a managed control plane for agent orchestration across clouds. Outcome engineers must treat provider-managed state as the new control surface for policies, observability, and approval gates — a direct move into Principle 09 agentic coordination.

Building Secure, Scalable Agent Sandbox Infrastructure. Browser Use details isolating agents in Unikraft micro‑VMs behind a control plane for secretless, fast sandboxed code execution. Use this blueprint when agents run code or access secrets: per‑agent isolation, ephemeral artifacts, and a hardened control plane are prerequisites for safe agent fleets (Principles 07 and 11).

FinOps for agents: Loop limits, tool-call caps and the new unit economics of agentic SaaS. The piece argues for enforced loop limits and tool‑call caps to control agent compute spend and protect SaaS margins. Bake these economic guardrails into your orchestrator and product metrics now — quota-driven behavior is as important as correctness for sustainable agent products (Principles 12 and 15).

Stop Burning Your Context Window — How We Cut MCP Output by 98% in Claude Code. Context Mode sandboxes tool outputs and indexes content, cutting tool‑output context by 98% and extending session runtime tenfold. Adopt output sandboxing plus index‑first retrieval to prevent token bloat in long-lived agent sessions and make agent state legible and efficient (Principles 06 and 07).

Verified Spec-Driven Development (VSDD). VSDD fuses specs, TDD, and adversarial verification into an AI‑orchestrated pipeline with humans as final acceptance authorities. Use VSDD to build repeatable spec→verify→audit flows for agent outputs so teams ship verifiable artifacts and keep humans as the final gate on outcomes (Principles 06 and 16).