E08 — Master Academic Recommendation Engine

E08 — Master Academic Recommendation Engine

Architecture specification. Intelligent recommendations so no intellectual asset becomes a dead end. Runs after E02–E07.

Recommendation Targets

  • Page recommendations
  • Book recommendations
  • Course recommendations
  • Research recommendations
  • Thinker recommendations

Strategies

  • Personalized (per learner history)
  • Multi-School continuity
  • Academic continuity chains
  • Discovery enhancement (surface under-linked assets)

Admin Control

  • Manual pinning / exclusion
  • Override rules
  • Recommendation audit

Restrictions

  • Do NOT recommend duplicate or unpublished assets.
  • Do NOT overwrite administrator decisions.

Codex Handover

Deliver recommendation rule set, continuity-chain model, and admin control spec. Stop.

Content status: Draft. Architecture specification only — no academic content generated, no data fabricated, no external content crawled or imported. Domain: kba13academy.com. Engine: E08 Academic Recommendation. Handover: Codex / Owner.