Competency framework outlining knowledge, skills, and abilities for entry-level semiconductor software and hardware engineers

AI-powered medical teaching evaluation form filler using Claude Code agents and Python CLI for e-portfolio systems. Automates competency assessments (DOPS, Mini-CEX, CbD, EPA) while preserving bedside teaching quality.

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.

COMPEITO: Competency Exchange & Interoperability Tool — A modern 1EdTech CASE v1.1 compatible server

Engineering competency & growth evaluation framework (junior → team lead): multi-evaluator, dual-threshold scoring, self-assessment built in. CC BY 4.0.