Knowledge hardening protocol for the AI era. Band-calibrated, real world scenario quizzes (B1–B5) with refinement probes, Dreyfus + IEEE SWECOM + SFIA v9 anchored, and per-band literature scoping. Inverts the LLM into a constrained tutor to facilitate conceptual fluency.
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Updated
Aug 4, 2026 - Python