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From AI Policing to Performance: Evidence‑first teaching with EON

Swap one vulnerable essay for a simulation + oral defense. Capture multi‑modal evidence automatically. Generate accreditation reports in one click-while preserving academic freedom.

AI Policing to Performance
Faculty‑First

Executive Summary

The problem

Text‑only assignments are now unreliable as evidence of learning; policing tools are adversarial and unsustainable.

Core Tools Faculty Can Use Immediately

Integrity Suite · Syllabus Sync · Softskills Avatars · Guardrailed AI · Evidence Vault

Integrity Suite

Turnkey performance tasks by discipline; students act, decide, and explain.

Syllabus Sync

Live job‑market alignment that proposes micro‑lessons for approval.

Evidence Vault

Auto‑logged, time‑stamped artifacts mapped to standards; one‑click Audit Pack.

Low-Overhead Teaching Workflows

Start small · Keep autonomy · Use the LMS

Swap one assignment

Swap one assignment

Replace a high‑risk essay with a simulation + oral defense. Gather feedback and iterate.
Rubric‑based competencies

Rubric‑based competencies

Observable skills replace essay prose; transparent scoring across sections.
Plug into the LMS

Plug into the LMS

Assignments, rubrics, grade sync, and evidence storage-no parallel systems.

Assessment You Can Stand Behind

Multi‑modal evidence

Decision logs, outcome metrics, annotated clips, and recordings verify who did what-and why.
Accreditation & Audits

Accreditation & Audits - No Paper Chase

One‑click Audit Pack

Course and program reports mapped to standards (e.g., ABET, AACSB) with anonymized artifacts.

Curriculum Relevance & Career Outcomes

Live job‑market alignment · Micro‑internships

Syllabus ↔ Job skills in sync.

Verifiable student portfolios.

Micro‑internships inside coursework.

Implementation Playbook

Assessment You Can Stand Behind

Phase 1: Quick wins

Faculty champions swap one assignment; collect evidence of integrity and engagement gains.

Phase 2: Scale in department

Standardize rubrics, enable Syllabus Sync, and share pilot results.

Phase 3: Institution‑wide

Adopt Audit Pack, dashboards, and task marketplace across programs.

Evidence of Impact

Learning speed · Engagement · Integrity · Accreditation · Placement

30–40% faster competency

XR performance boosts mastery and retention vs. text‑first tasks.

Higher engagement

Students prefer hands‑on performance and viva‑style defenses.

Integrity restored

Oral defenses + logs make AI shortcuts irrelevant by design.

Faculty Concerns, Straight Answers

Workload · Autonomy · Accessibility · Consistency · Learning curve

Will this add work?

Policing and paperwork drop; rubric grading + auto‑evidence save time.

Do I keep control?

Approve‑to‑deploy; customize rubrics and fit modules to your course.

What about access?

Mobile/web‑first modules; plan for labs or loaners to ensure equity.

Ready to pilot?

Start with one course. Swap a single assignment and export your first Audit Pack within 6–8 weeks.
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