Diagnose first
Visitors see the exact skill evidence that drives the next lesson, not a generic course catalog.
Senior backend interview simulator
Diagnose weak areas, get an adaptive coach plan, practice on production-style prompts, and see the scorecard that decides what to do next.
Guided loop
Skill radar
quantlab turns lesson history, graded answers, hints, and review misses into a readable skill map.
Java concurrency
Strong
PostgreSQL plans
Fragile
Architecture trade-offs
Progressing
Auth and sessions
Needs proof
Current signal
4 fragile signals found
Each step leaves evidence that updates the map, FSRS queue, and next exercise.
Visitors see the exact skill evidence that drives the next lesson, not a generic course catalog.
Energy, focus, weak areas, and FSRS review decide the block size and difficulty.
Rubrics turn open-ended answers into readiness signals, review cards, and paid-product value.
Sample tracks
Collections, concurrency, JVM, GC, Spring, generics.
TopicQuery optimization, MVCC, transactions, partitioning.
TopicDDD, CQRS, Event Sourcing, Clean Architecture, Sagas.
TopicApplication & infrastructure security: OWASP Top 10, auth pitfalls, secrets management, real-world incidents.