The agent stack moves from capability to control

Microsoft’s New Copilot Unifies Enterprise Context for Code and Chat. Microsoft connects enterprise context, coding, agents, plugins, and runtime infrastructure in one orchestration layer. For outcome engineers, this is Principle 09 and Principle 11 in practice: agent performance depends on the quality of the organizational graph they can access.

Collibra brings runtime governance to enterprise AI agents. Collibra adds business context, agent contracts, and operational boundaries directly to agent runtime. The practical shift is from reviewing outputs after the fact to constraining actions as they happen—Principle 10 and Principle 15.

jevmem – Automatic Project Memory for Claude Code, Built on Jev. jevmem turns coding conversations into versioned project memory containing decisions, constraints, bugs, and superseded guidance. Persistent, auditable context gives agents continuity without relying on fragile chat history, a concrete Principle 13 implementation.

Agents Can Now Set Up Your Website’s Security with Turnstile Spin. Cloudflare lets coding agents implement, repair, and migrate bot protection while developers approve changes before deployment. This is a useful delivery pattern: agents handle bounded execution, while humans retain the release gate—Principle 08 and Principle 15.

FTC Chairman Andrew Ferguson Says AI Developers Should Hold Liability for AI Agents. FTC Chairman Andrew Ferguson says developers, not agents, remain responsible for agent behavior. That makes traceability, permissions, testing, and outcome audits engineering requirements rather than optional governance layers—Principle 16.