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DEVCNX/learning
DOCReference

Learning Philosophy

Learning Philosophy

Core beliefs

  1. Capability over product. Tools illustrate methods; they do not define them. Durable judgment lives in the core; volatile features live in replaceable overlays.
  2. Evidence over attendance. Proficiency requires observable work: authentic artifacts, reasoning, verification records, and revision.
  3. Verification by consequence. The greater the potential harm, the stronger the required review.
  4. Honest uncertainty. "Insufficient evidence" is a valid learning outcome and operational decision.
  5. Transfer by design. Methods are taught so they can move across tools, domains, and changing technology.

Standard learning loop

Orient → Learn → Observe → Practice → Apply → Evaluate → Reflect/Transfer → Continue

What this means in practice

  • Every module follows the canonical anatomy in 01_Curriculum_Architecture/MODULE_AUTHORING_STANDARD.md.
  • Each module includes at least one case where AI is not the recommended answer.
  • Assessments require disclosure of AI use because the curriculum teaches AI use; a polished output without traceable reasoning is insufficient evidence.
  • Foundation, practitioner, and advanced describe autonomy and complexity, not seniority or hours spent.