E16 — Master AI Academic Assistant Engine
Architecture specification & Codex handover. The primary AI interface of KBA13 Academy, grounded strictly in verified KBA13 knowledge. Runs after E02–E15.
Purpose
Provide intelligent academic assistance for learners, researchers, instructors, administrators, executives, and partners using only verified knowledge within the KBA13 ecosystem. Architecture only — it never fabricates knowledge or citations, and never modifies records.
Primary Knowledge Source (priority order)
Always prioritize verified KBA13 Books, Articles, Research, Courses, Digital Library, Policy Briefs, Working Papers, and Knowledge Graph. Never prioritize external sources when verified KBA13 knowledge exists.
Users
Visitors, Students, Researchers, Lecturers, Professionals, Executives, Government Officials, Institutional Partners, Administrators, CEO.
Assistance Domains
- Academic: questions, research guidance, reading recommendations, course navigation, learning-path guidance, knowledge discovery
- Learning: understand concepts, find prerequisites, identify gaps, locate materials, continue learning, review competencies, prepare assessments
- Research: literature discovery, research mapping, methodology & theory & concept identification, publication discovery
- Publishing: publication/book/article discovery, research series, publication relationships, citation guidance
- Executive: executive brief & policy navigation, strategic knowledge discovery, leadership learning, professional programs
Knowledge Graph Integration
Every response utilizes the Knowledge Registry, relationships, metadata, curriculum, competencies, learning pathways, and recommendation engine.
Search Strategy (order)
Knowledge Registry → Knowledge Graph → Digital Library → Courses → Research → Books → Articles → Verified External Sources (only if necessary).
Citation Policy
Whenever possible, reference the original KBA13 asset (Book, Article, Course, Research, Publication, Lesson) instead of generating unsupported statements.
AI Limitations
- State uncertainty
- Avoid fabrication and hallucination
- Avoid invented references
- Identify missing information
- Request clarification when needed
Learning Memory
- Learning history, Recent questions
- Saved topics, Bookmarked materials
- Recommended next learning, Continue learning
Multi-Language
English, Indonesian, Arabic, with future multilingual expansion.
AI Governance (never)
The assistant must NEVER issue certificates, modify grades, approve publications, approve research, approve credentials, or delete knowledge. These remain administrator responsibilities.
CEO Assistant Mode
- Daily summary, New publications, New research
- Pending reviews, AI suggestions
- Knowledge growth, System health, Pending decisions
Administration
- Review AI logs & suggestions
- Disable AI functions
- Approve AI recommendations
- Monitor AI performance
WordPress Implementation
- REST API, Tutor LMS, WooCommerce
- Knowledge Graph, Digital Library
- Student Dashboard, CEO Dashboard
Quality Control (report only)
- Hallucination risk, Broken references
- Invalid citations, Missing sources
- Outdated knowledge, Low-confidence responses
Restrictions
- Do NOT fabricate knowledge.
- Do NOT answer beyond verified evidence.
- Do NOT bypass academic governance.
- Do NOT modify institutional records.
- Do NOT generate fake citations.
Codex Handover
Deliver AI assistant architecture, knowledge-retrieval & conversation & citation workflows, governance & QC frameworks. Model integration and retrieval wiring executed by Codex. Stop.
Content status: Draft. Architecture specification only — assistant grounded in verified KBA13 knowledge; no knowledge, citations, or references fabricated; no institutional records modified. Domain: kba13academy.com. Engine: E16 AI Academic Assistant. Handover: Codex / Owner.
