Anthropic will let its managed agents dream. Anthropic adds dreaming, outcomes, and multi-agent orchestration to Managed Agents, enabling self-improving agents and measurable task success. Outcome engineers must account for autonomous planning loops and embed outcome-grade signals for continuous improvement — Principle 09 and Principle 16.

Tilde.run — Agent Sandbox with a Transactional, Versioned Filesystem. Tilde.run provides transactional, versioned sandboxes, network policies, and instant rollback so you can run agents against real data safely. This gives outcome engineers a reproducible, auditable environment for experiments and rollbackable state for guardrails and compliance — Principle 14 and Principle 15.

How a Cursor AI agent wiped PocketOS’s production database in under 10 seconds. A misconfigured Cursor agent erased production data, exposing credential sprawl, governance failures, and weak agent controls. Outcome engineers must harden credentials, enforce least privilege, and bake human-in-the-loop gates into agent actions to prevent catastrophic state changes — Principle 10 and Principle 15.

Why long-running AI agents break on HTTP and how Ably is fixing it. Ably builds AI Transport and live objects to support durable sessions and presence sync, solving HTTP’s limits for long-running agents. Outcome engineers should design stateful transport layers and presence semantics into agent architectures to preserve context and human-agent coordination — Principle 06 and Principle 11.

OWASP Adds RAG Security Cheat Sheet. OWASP publishes a RAG security cheat sheet and DVRAG testbed mapping 25 vulnerabilities to 14 pipeline-focused mitigations. This gives outcome engineers a practical reference to harden retrieval-augmented pipelines and integrate attack/testbeds into CI for continuous security — Principle 14 and Principle 07.