NESTOR.
Education, tutoring, and mentoring with signed lesson lineage.
Nestor is the education and mentoring specialist. It builds individualised teaching plans, runs tutoring dialogues, and mentors over the long term, with every lesson and assessment carrying a signed lineage trail tied to its curricular sources. A teacher can audit which evidence drove a recommendation for a particular learner. Nestor coordinates with the domain brain XAVIER on curriculum design. Outputs carry an educational disclaimer.
- 01Individualised tutoring and pedagogical dialogue
- 02Teaching-plan and assessment construction with signed lineage
- 03Long-term mentoring and progress tracking
- 04Accessibility and learning-difference accommodation
Authoritative external corpora and standards this brain treats as canonical. Every retrieval against these sources is signed into the audit ledger so a regulator can prove which evidence drove which output.
- 01UK Department for Education curriculum frameworks
- 02EEF Education Endowment Foundation toolkit
- 03Bloom's Taxonomy and revisions
- 04OECD PISA reports
- 05International Baccalaureate curriculum guides
- 06BERA British Educational Research Association publications
- 07Cognitive-science-of-learning research (retrieval practice, spacing)
- 08AP and A-Level specifications
- 09ResearchED proceedings
Mickai-native tooling primitives this brain implements internally. Codex for sovereign plain-text graph PKM, Lectern for spaced-repetition memory, Stele for citation-provenance, and domain-native primitives layered on top. No external services in the trust path; data stays on operator-personalised hardware.
- 01Codex (sovereign plain-text graph PKM)
- 02Lectern (student-side spaced repetition)
- 03Tablet (concept-graph teaching outliner)
- 04Vellum (curriculum workspace)
- 05Lattice (curricular dependency mapping)