Why it matters
Agents are arriving across campus faster than the structures to steward them. Without a shared institutional view, they proliferate unmanaged — duplicated effort, uneven protections, unclear accountability when an agent errs. This guide helps institutions design, govern, deploy, monitor, and evaluate agents themselves.
What changed in 2026
Six patterns showed up across campus reporting, research, and policy this year. Each one is a reason to settle shared foundations (identity, permissions, data boundaries, logging, decision rights) before agents spread further.
- 01
From pilots to operations
Agents moved out of scattered pilots and into admissions, advising, financial aid, course design, and back-office workflows. Many can now be built by staff with no technical background.
How agents arrive → - 02
From what AI says to what it does
Governance used to review a model’s answers. Agents act, so the questions are now about permissions, audit trails, human checkpoints, and rollback.
Six lenses → - 03
Vendors ship agents by default
Campus platforms now include agents that act across systems. Procurement has to ask about permissions, sandboxing, and central oversight before scattered departmental agents pile up.
Vendor agent scenario → - 04
Large rollouts meet shared governance
Systemwide deals have run into faculty governance, labor, privacy, and budget concerns. Speed without consultation has cost trust.
Governing → - 05
Autonomy should match the evidence
New frameworks share one idea: give an agent no more autonomy than the evidence and human controls can support. That evidence, especially on learning and equity, is still thin.
Evaluating → - 06
Roles are shifting
Faculty, staff, and students are being asked to direct and check agents, not only use them. Integrity rules differ from course to course, and AI literacy now has to include judgment and oversight.
Pedagogy and integrity →
Summarized from published reporting, research, and policy statements, January to October 2026. Related articles: Impact on campus.