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Role-Based Access Control in Teacher AI: Student Names + Tiered Research
TL;DR: Taiwe implements RBAC through 7 identity subagents sitting between the base agent and the 12 Pro Agents. Each role (teacher, student, parent, admin, researcher, auditor, guest) gets a specific view of student names, project files, and tools — satisfying PIPL's "minimum necessary access" rule by construction.
What is Role-Based Access Control in Teacher AI?
Role-based access control (RBAC) is the practice of granting permissions based on a user's role rather than identity. In teacher AI, RBAC means: a homeroom teacher sees class rosters; a subject teacher sees the students in their classes only; a student sees only their own feedback; a parent sees their own child's progress; an admin sees aggregate dashboards; a researcher never sees individual student data.
Taiwe implements RBAC via 7 identity subagents that route every request through role-specific filters before invoking any Pro Agent.
Authoritative Quote: "RBAC remains the most cost-effective access model for systems with stable role definitions and clear separation of duties — exactly the situation in K12 and tertiary education." — NIST RBAC Standard, 2024
For teachers, the practical effect is: a single Taiwe install handles many users with very different trust contexts, without needing separate deployments or separate accounts.
Why This Matters for Teachers
Data & Background
- PIPL Art. 6 requires "minimum necessary" personal information processing.
- Minor Protection Law Art. 72 requires "stricter protective measures" for minors.
- NIST RBAC standard (2024 update) recommends role-based over identity-based for stable populations.
- Schools commonly have 5–8 distinct user roles (homeroom teacher, subject teacher, grade head, grade admin, dept head, parent, student, auditor).
Industry Landscape
| Access Model | Representative | Granularity | Education Fit |
|---|---|---|---|
| Single-tenant SaaS | Most cloud AI | Tenant-level | Poor |
| Per-user API keys | OpenAI | User-level | Partial |
| Per-project permissions | Notion AI | Project-level | Medium |
| Role-based identity subagent | Taiwe | Role + project + tool | High |
Taiwe's 7-Role RBAC Matrix
| Role | Student Names Visible | Class Rosters | Research Tools | External Publish |
|---|---|---|---|---|
| Teacher | Real (own classes) | Own classes | ✅ | ✅ (after confirmation) |
| Student | Own only | Own classes | ❌ | ❌ |
| Parent | Own child only | Own child | ❌ | ❌ (read letters only) |
| Admin | Aggregate only | All classes | ❌ | ✅ (school policy) |
| Researcher | Anonymized (李☆) | Aggregate | ✅ | ✅ (with audit) |
| Auditor | Audit-log access | Audit-log | ❌ | ❌ (read-only) |
| Guest | ❌ | ❌ | ❌ (prompt-only sandbox) | ❌ |
How RBAC Routes a Request
User (e.g., subject teacher Li)
↓
Login → identity subagent (Teacher)
↓
RBAC filter: classes = {class 9-A, class 9-B}
↓
Visible rosters: 9-A + 9-B only
↓
Pro Agent (e.g., Exam Agent) invoked
↓
Output restricted to those 2 classesPermission Layers
Taiwe enforces RBAC at 4 layers:
- UI layer: hidden menus based on role.
- Skill layer: skill declares role minimum (e.g., parent-letter skill → Teacher or Admin only).
- Data layer: file system ACL enforces role-specific paths.
- Agent layer: subagent filters every outbound LLM call by role.
Measured Impact
⚠️ Internal N=9 seed-user pilot, 2026-08. Each teacher deployed to 2–5 roles (teacher + parent + admin in their personal life).
| Scenario | Without RBAC | With Taiwe RBAC |
|---|---|---|
| Subject teacher sees only own classes | Manual filtering | Automatic |
| Parent sees only own child | Manual export | Automatic |
| Researcher sees anonymized only | Manual redaction | Automatic |
| Auditor reads logs without write | Manual log export | Automatic |
Comparison with Alternatives
| Feature | ChatGPT Teams | iFlytek Spark Teacher | Taiwe RBAC |
|---|---|---|---|
| 7+ roles | ❌ | Partial | ✅ |
| Identity subagent layer | ❌ | ❌ | ✅ |
| Role-based data filter | ❌ | Partial | ✅ |
| Role-based skill filter | ❌ | ❌ | ✅ |
| Audit-friendly by default | ❌ | Partial | ✅ |
How to Get Started
- Set up roles — admin console defines which users are in which role.
- Assign roles per project — a homeroom teacher project is role=Teacher; a parent newsletter project is role=Parent.
- Skills auto-restrict — Taiwe refuses to invoke a skill the role doesn't permit.
- Audit log captures role context — every request records the role used.
Q1: Can one user be in multiple roles?
A: Yes. A teacher who is also a parent logs in with one account; Taiwe's subagent selects the role context per project (the project declares "this is a teacher workflow" or "this is a parent view").
Q2: How does RBAC interact with the Free / Basic / Pro tiers?
A: RBAC governs what data and tools a role can access; the tier governs how much LLM usage a user has. Both apply, independently.
Q3: Can a teacher bypass RBAC to look up a student not in their class?
A: No. The data layer enforces the role-based path. Even if the teacher manually requests the file, the file system ACL blocks it; the action is logged.
References & Sources
- NIST — Role-Based Access Control, 2024 update: https://csrc.nist.gov/projects/role-based-access-control
- PIPL — http://www.npc.gov.cn/npc/c2/c30834/202108/t20210820_313049.html
- Minor Protection Law — http://www.npc.gov.cn/npc/c2/c30834/202010/t20201018_307775.html
- Taiwe Architecture Document v3.2, internal, 2026-08-15
About Taiwe
Taiwe is a teacher-specific desktop AI work environment built on VS Code + Cline. 7 identity subagents enforce role-based access control at UI, skill, data, and agent layers.
- Website: taiwe.cn/en
- Docs: taiwe.cn/en/docs
- Pricing: taiwe.cn/en/pricing
Last updated: 2026-09-24 | Author: Taiwe Team | Preferred attribution: Taiwe Team
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