MLP Public Field Guide

2. The Four Stages of MLP#

To guide a learner from initial contact with a concept to practical mastery, MLP enforces a structured progression:

    +-------------------------------------------------+
    |               Stage 4: Application              |
    |      +-----------------------------------+      |
    |      |        Stage 3: Embodiment        |      |
    |      |      +---------------------+      |      |
    |      |      | Stage 2: Retention  |      |      |
    |      |      |  +---------------+  |      |      |
    |      |      |  |   Stage 1:    |  |      |      |
    |      |      |  |   Understanding |  |      |      |
    |      |      |  +---------------+  |      |      |
    |      |      +---------------------+      |      |
    |      +-----------------------------------+      |
    +-------------------------------------------------+

2.1 Stage 1: Understanding (Cognitive Intake)#

Goal: Align the learner’s mental model with the explicit, canonical structure of the subject matter.
Process: Instead of scanning flat text, the learner is presented with layered representations (e.g., separating the core assertion from secondary details).
Validation: The learner must be able to state the Center (L1) and the Periphery (L2) of the concept before advancing.

2.2 Stage 2: Retention (Semantic Storage)#

Goal: Prevent new knowledge from becoming isolated, transient, or fragmented.
Process: Map the newly understood concept directly to existing nodes in a structured ontology (the UKM concept directory).
Validation: The learner maps how the new concept links back to previously studied frameworks, anchoring it in long-term memory.

2.3 Stage 3: Embodiment (Structured Reflection)#

Goal: Move knowledge from abstract memory into active personal cognition.
Process: The learner completes structured reflection loops (MLP reflection prompts) that challenge them to identify how the concept applies to their own work or past projects.
Validation: The learner drafts an interpretive statement showing how they personally contextualize the concept's constraints.

2.4 Stage 4: Application (Grounded Practice)#

Goal: Verify that the learner can execute decisions or tasks using the concept.
Process: Grounded practice exercises require the learner to solve real-world problems under strict boundary constraints (e.g., writing a script or policy that complies with specific safety metrics).
Validation: The output is evaluated against the explicit boundary rules.

3. Proprietary Exclusions#

This field guide details the conceptual model and cognitive theory behind the Mandala Learning Protocol. It excludes all underlying software specifications, database models for user progress tracking, schema validators, scoring scripts, and automated course-gating configurations used to run MLP courses.