Agentic academic
operations
AMS 2.0 is the reinvention of Woolf's Academic Management System as an AI-native, agent-first platform. Every academic operation — admissions, credit, audits, graduations — becomes a workflow that does the work, scores its own confidence, and escalates to a human only when it is unsure.
- Headless platform
- Self-scoring workflows
- Human-in-the-loop escalation
- Agent-first
The UI is decoupled. The backend is rebuilt as three layers.
Today most workflows are triggered through a UI. AMS 2.0 is built for a near future in which the UI becomes one of many disposable front-ends and agents are the primary users of the system — calling academic workflows the way a developer calls an API.
System of record
The canonical academic records — the single source of truth for every student, credit, and credential.
System of workflows
The regulated workflows that generate reports using system logic and non-agentic AI. Reports are scored and produce outcomes. They are trusted, compliance-bound, and auditable.
Agent interfaces (CLIs)
Agents respond to customer and student needs in real time, composing recipes of workflows that solve problems. Agents call workflows — they can never modify them.
One repeatable shape makes the whole platform scalable.
A human reviewer is no longer the bottleneck on every decision — they become the exception handler. High-confidence items clear automatically; only genuinely ambiguous cases reach a person.
Collect inputs
from the system of record
Batch
group like cases together
Submit to an LLM
with the right prompts
Generate a report
plus a confidence score
Auto-approve
95–99%+High-confidence outcomes clear automatically — at near-zero marginal cost, with the audit trail intact.
Escalate to a human
below thresholdLow-confidence cases route to a reviewer. As prompts and scoring improve, the share needing a human steadily shrinks.
From migrating today's flows to automating the entire academic operation.
- 01
Migrate the legacy flows
RPL for credit, the daily digest and milestone reports, and competency reports become AMS 2.0 workflows.
- 02
Add high-value workflows
Graduations (200+ processed weekly, each requiring multiple people and nine manual checks), student onboarding, RPL for admissions, grade sync, and credential verification.
- 03
Expand to the full academic team
Admissions, course approvals, monthly college audits, student self-graduation, and more — eventually 40–50 workflow types with thousands of per-college, per-degree variations.
- 04
Roll out across all colleges
Every partner institution running on automated academic operations.
- 05
Automate the hardest cases last
Resource approval — the "final boss" workflow — once the platform and scoring are mature.
The same leverage shift, now pointed at the academic engine.
Removes the human bottleneck
Academic operations are high-volume, rules-heavy, and audit-bound — the sweet spot for AI workflows with confidence scoring and human escalation. Every workflow migrated converts a recurring labor cost into near-zero-marginal-cost software.
Improves unit economics
Graduations alone consume days of skilled-staff time each week. Automating these flows turns linear, headcount-bound operations into something that scales with compute, not hiring.
Compounds the compliance moat
The platform already runs 1M+ compliance validations per month and holds five years of documented procedures and decision trees — the exact context layer agentic workflows need.
Scales across the network
Workflows are defined once and parameterized per college and degree, so every new partner inherits automated academic operations on day one.
The first migration is underway. The digest, milestone, and competency-report workflows are complete, with RPL for credit the remaining flow to reach parity before broader college rollout.
An operating system for a university — run by agents.
Woolf has already restructured engineering and operations around AI and emerged faster each time. AMS 2.0 applies that proven playbook to the academic core, on a platform purpose-built for the agentic future.