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Resources

  • Google: Introduction to Large Language Models: selective model/context/token vocabulary. Deeper prerequisites and the full ML course are deferred; they are not hidden requirements.
  • UNESCO AI competency framework for students: human agency, applications and critical judgment. This curriculum adapts its broad direction; it is not a UNESCO certification.
  • Anthropic: Building effective agents: optional engineering perspective on simple workflows, tools and evaluation. The article notes that tooling has evolved since publication; use the enduring distinctions rather than copying an old deployment recipe. Vendor experience is not independent educational efficacy evidence.
  • Python JSON documentation: implement the bounded declarative evaluator.

Full-book reading is not required. No subscription, certificate, API key or model download is required. Live experimentation is optional and should use the learner's existing approved account and minimal non-sensitive data. Sources checked 2026-10-27; generated outputs, provider limits and product features can change.