Iterative Learning & Plan Revision

Primes about improving action through cycles of inquiry and evidence, including inquiry-based learning, the inquiry-change learning loop, adaptive redirection that preserves prior capability, progressive refinement from a core model, and the revisable plan that structures it all.

5 primes in this family — primes that sit near one another in abstraction space (k-means over structural-signature embeddings). Each is shown with its short description.

• Adaptive Redirection — Respond to evidence against a current course by selecting a materially different course that preserves and redeploys load-bearing learning or capability from the old one.
• Inquiry-Based Learning — Learn through exploration.
• Inquiry-Change Learning Loop — Couple model-guided change in a real setting to measurement and durable model revision, carrying each cycle's evidence into the next action so inquiry and practice learn from the situation they jointly remake.
• Plan — A plan is an externalized or internally maintained, revisable arrangement of intended actions, dependencies, timing, resources, and contingencies directed from a represented present state toward an objective.
• Progressive Refinement from Core Model — Incremental refinement.