Education AI Agents,
Monitored for Accuracy

1. Target

   Student information system, LMS gradebooks, counselling notes and health records across every retrieval path

2. Trigger

   Any retrieval or citation referencing a student outside the authenticated session’s bound student scope

3. Action — enforced

   Platform blocks the response, purges the foreign record from context, and serves only the bound student’s data

4. Human override

   None — cannot be overridden in session

Logged evidenceSession id · bound student id · blocked record id · retrieval hash · UTC timestamp

1. Target

   Essays, forum posts, uploaded assignments and chat inputs entering grading or tutoring pipelines

2. Trigger

   Directive-shaped content detected inside submitted material during parsing, grading or retrieval augmentation

3. Action — enforced

   Platform strips the content to inert text, quarantines the artifact, and completes the task from clean sources only

4. Human override

   None — cannot be overridden in session

Logged evidenceArtifact hash · detected pattern · quarantine id · parser version · timestamp

1. Target

   Parent and guardian channels requesting grades, discipline, attendance or wellbeing information

2. Trigger

   Requester identity not matched to a current custody and FERPA disclosure entitlement record

3. Action — enforced

   Platform withholds the record, returns a neutral response, and routes the request to the registrar for identity proofing

4. Human override

   Registrar — release after entitlement verification recorded in the SIS

Logged evidenceRequest id · requester identity · entitlement record version · custody flag state · decision timestamp

1. Target

   Self-harm, abuse and grooming indicators surfacing in tutoring, counselling and chat transcripts

2. Trigger

   Classifier or reviewer proposes closing or lowering severity on an open safeguarding indicator

3. Action — enforced

   Platform holds severity at floor, pages the designated safeguarding lead, and freezes automated replies to the student

4. Human override

   Designated safeguarding lead — closure with a written mandatory-reporting disposition

Logged evidenceSignal id · severity history · notified lead identity · disposition record · timestamps

1. Target

   AI-detection scores, proctoring flags and plagiarism verdicts across all assessed work

2. Trigger

   Any output that names a student as having cheated or breached academic integrity

3. Action — enforced

   Platform blocks the accusation, files the evidence packet to a faculty queue, and notifies no one else

4. Human override

   Academic integrity officer — release after documented case review in the misconduct system

Logged evidenceFlag id · model score and version · reviewer identity · case id · outcome timestamp

1. Target

   All student records, interaction logs and captured media held by the platform and its vendors

2. Trigger

   Export or processing request outside the consented educational purpose under COPPA or Ed Law 2-d

3. Action — enforced

   Platform denies the flow, logs the attempt, and keeps data usable only for the consented instructional purpose

4. Human override

   District privacy officer — written consent-scope amendment executed with the vendor

Logged evidenceFlow id · requesting system · consent scope version · denial code · timestamp

1. Target

   Tutoring chat, homework help and companion features reachable by students under 18

2. Trigger

   Response candidate fails age-appropriateness screening or exceeds companion-intimacy thresholds

3. Action — enforced

   Platform suppresses the candidate, serves a safe fallback, and rate-limits the conversation pending review

4. Human override

   Curriculum lead — publish approved content through the reviewed content library

Logged evidenceMessage id · screen scores · fallback served · model version · timestamp

1. Target

   International-student guidance on course load, withdrawal, deferral and enrolment status changes

2. Trigger

   Answer would alter enrolment in ways touching visa conditions without a cited current policy source

3. Action — enforced

   Platform refuses the answer, cites nothing, and books the student with a licensed international-student adviser

4. Human override

   International student adviser — approved response template published through the knowledge base

Logged evidenceQuery id · source corpus version · refusal code · referral booking id · timestamp

1. Target

   Essay drafting, problem-set solving and take-home assessment requests in tutoring channels

2. Trigger

   Request maps to a live assessed task or mirrors an assignment fingerprint

3. Action — enforced

   Platform refuses full answers, switches to scaffolded hints, and records the assessment-integrity event

4. Human override

   Course instructor — whitelist the task as practice via the LMS integration

Logged evidenceRequest id · assignment fingerprint match · mode switch · student id · timestamp

1. Target

   Fee, refund, deadline and admission statements made in any student- or parent-facing channel

2. Trigger

   Claim about institutional policy lacks a match in the approved policy corpus

3. Action — enforced

   Platform blocks the statement, answers only from published policy, and flags the gap to content owners

4. Human override

   Registrar — publish the policy text to the approved corpus first

Logged evidenceStatement hash · corpus version · block code · owner notification id · timestamp