Dual control‑plane model
Dion Hinchcliffe argued for dual control planes in enterprise AI — horizontal agents that span collaboration tools and vertical agents embedded in systems of record — with identity providers (Okta) defining cross‑system authorization. That layered approach frames how to separate orchestration from execution in large GenAI platforms. (x.com)
Dion Hinchcliffe framed the shift as a CIO-level platform reset in a Futurum briefing titled "The Great CIO Platform Reset," published Feb 18, 2026, arguing that enterprises are consolidating around agentic AI and control‑plane architectures. (futurumgroup.com) Okta has positioned identity as the cross‑system enforcement layer: the company launched "Cross App Access" in June 2025 to extend OAuth for app‑to‑app and agent interactions and announced a new "Okta for AI Agents" framework and platform in March 2026 with an April 30, 2026 launch target. (secure.businesswire.com) Control‑plane research explicitly prescribes decoupling orchestration from execution to improve scalability, observability, and policy enforcement, as argued in the May 11, 2025 arXiv paper "Control Plane as a Tool" that models a reusable control‑plane abstraction for agentic systems. (arxiv.org) Multiple vendors are validating the pattern: Galileo released an open‑source AI agent control‑plane to help enterprises govern agents at scale, and One Intelligence announced a commercial AI control‑plane offering aimed at governance, routing, and cost visibility in March 2026. (markets.businessinsider.com) Observability standards and tooling are converging around agent telemetry: the OpenTelemetry project published guidance for AI‑agent observability in 2025 and Microsoft has promoted "Foundry" control‑plane observability features for tracing model calls, tool usage, cost, and safety across multi‑agent lifecycles. (opentelemetry.io) Okta’s operational controls show how identity ties to observability and remediation in practice: the Secure Access Monitor (SAM) is a managed Chrome extension that detects unmanaged OAuth grants for AI agents and feeds data into Okta ISPM for visibility and remediation, with initial data ingestion taking up to seven days after deployment. (help.okta.com)
