Securing non-human identities: automated revocation, OAuth, and scoped permissions — Cloudflare adds automated token revocation, OAuth visibility, and resource‑scoped RBAC to secure non‑human identities and reduce credential-driven breaches. Outcome engineers get concrete, deployable primitives for agent identity and lifecycle management that cut blast radius and enable auditability (Principle 10/14).

Databricks research: Multi-step agents outperform single-turn RAG when answers span databases and documents — Databricks demonstrates multi‑step agents beat single‑turn RAG by 20%+ on hybrid tasks by decomposing queries and coordinating SQL with vector retrieval. That empirical win makes multi‑step orchestration a first‑class design pattern for outcome engineers building reliable cross‑source workflows (Principle 09).

Show HN: Kontext CLI – Credential broker for AI coding agents in Go — Kontext CLI injects ephemeral, scoped credentials into AI coding agents and logs every tool call so keys aren’t stored in agent runtimes. Use this pattern to remove hardcoded secrets, retain per‑call audit trails, and enforce least privilege across agent toolchains (Principle 06/10).

Anthropic’s Claude Managed Agents gives enterprises a one-stop shop but raises vendor lock-in risk — Anthropic packages orchestration inside the model layer, speeding deployments with a managed runtime while concentrating control and lock‑in risk. Outcome engineers must weigh faster time‑to‑value against long‑term portability and build exit rails into any managed‑agent strategy (Principle 09).

Plain — Full‑stack Python framework for humans and agents — Plain bundles a typed full‑stack Python framework with built‑in agent tooling, guardrails, and LLM‑friendly docs to simplify human+agent apps. For teams, that reduces integration friction and accelerates shipping guarded agentic features while keeping developer ergonomics and governance aligned (Principle 03/06).