Governing Agentic Work Across Distributed Data and Compute

Three developments now arrive together in organizations that hold restricted data and operate their own compute: workload-level capability assembled from heterogeneous resources rather than fixed by a single platform; operational work executed by agents that plan, invoke tools, and act over multiple steps; and an economics of AI capability that spans metered services and owned infrastructure. This paper names those drivers Emergent Compute, Agentic Ops, and Tokenomics, proposes operational definitions for each, and argues that their convergence changes the governing problem from placement, throughput, and price to the preservation of human authority, context integrity, data rights, and verifiable execution across every boundary the work crosses. A synthetic enterprise engineering scenario grounds the argument and is traced through normal, denied, stale, revoked, unavailable, and ambiguous outcome paths. From the drivers and the scenario, the paper derives nine problem categories, including the distinct problems of delegated identity and of physically segregated infrastructure administration. Two methodological baselines are fixed for the series: an eight-layer architecture reference model, used as the author's declared internal baseline, and MITRE ATT&CK, pinned at version 20.0, as the adversary-behavior reference for threat modeling. Existing mechanisms are assessed fairly, and the strongest counter-thesis from the author's published Praetor framing is retained: a simpler, well-governed gateway that meets the same acceptance conditions should win for that mission. Applying the author's HGC³AE² framework, the paper then introduces the complete logical Sovereign Data Fabric — named contract owners, a gate sequence from delegation validation through acceptance, purpose-bound ephemeral workflows with a reconstruction standard distinct from fresh-authority rehydration, and independently readable evidence — and replays the scenario through it, including a bounded worked threat example and pre-registered falsification conditions under which the fabric, or the simpler gateway tested on the same oracles, should be judged to have lost. This is the first of an eight-paper series. The Sovereign Data Fabric is proposed architecture throughout; no implementation, test outcome, or customer result is claimed.