EduMethod AI
LEARNING INTELLIGENCE
Education Strength as Identity.
Built on 6 cognitive learning-science principles: struggle before solution, active retrieval, confidence calibration, spaced mastery gating, interleaved practice, and misconception diagnosis.
Topic Mastery
Quantum Mechanics
The 6 Pedagogical Principles
Designed around how human memory works, not just how AI generates text.
1. Struggle Before Solution
Fresh doubt threads default to Socratic scaffolding (hints/questions) rather than giving away direct answers immediately.
2. Retrieval Before Review
Forces active text recall attempts before revealing stored flashcard back answers to maximize long-term retention.
3. Confidence Calibration
Captures confidence ratings before quiz answers are revealed and flags overconfidence (Illusion of Competence).
4. Multi-Session Mastery Gating
Holds topics in progress until N correct reviews are verified across at least 2 separate sessions spaced 24h apart.
5. Interleaved Practice
Round-robin alternates study items across multiple active topics rather than drilling in blocked single-topic sessions.
6. Misconception-Aware Correction
Analyzes the specific wrong option chosen to explain the plausible misconception behind that specific answer.
Enterprise System Architecture
Built on Next.js 16, Supabase pgvector, Groq, and Upstash Redis.
Persistent Learner Memory Engine
Maintains long-term student memory in Supabase tracking per-topic mastery scores, mistake patterns, and preferred explanation style.
RAG Material Grounding
Uses Supabase pgvector HNSW vector search over uploaded syllabi & notes with explicit section citations.
Verification & Audit Layer
Independent AI verification audit pass and multi-step arithmetic code execution in sandboxed environments.
Multi-Provider AI Gateway
Groq (70B/8B) + Gemini 2.0 Flash with automatic provider failover and 35-second provider timeouts.
SM-2 Spaced Roadmaps
Persistent 7-day study paths with SuperMemo-2 review schedules, streak tracking, and mastery badges.
Outcome Data Flywheel
Logs quiz outcome telemetry to continually track which teaching strategy delivers highest correctness rate per topic.