Learner:
  Age: 5
Phase:
  Current: P1
NodeStates:
  L0_SpokenLanguage: 0.55
  L1_ReadingComprehension: 0.40
  M0_PatternRecognition: 0.65
  M1_NumberSense: 0.50
  E1_StressTolerance: 0.45

TargetPhase: P2
Weeks1-2:
  Focus: Repair
  Tasks:
    - Daily story retell (5–7 mins)
    - Emotion naming in real-time
    - Counting games (no worksheets)
  Metrics:
    - Retell length ≥ 4 sentences
    - Frustration recovery < 2 mins
Weeks3-4:
  Focus: Stability
  Tasks:
    - Routine bedtime reset
    - Story sequencing cards
  Metrics:
    - Consistent daily routine
    - Sequence accuracy 80%
Weeks5-8:
  Focus: Depth + Transfer
  Tasks:
    - Retell unfamiliar story
    - “Explain how we count” aloud
  Metrics:
    - Retell new story independently
    - Counts to 50 with grouping
Weeks9-12:
  Focus: Projection
  Tasks:
    - Multi-step story creation
    - Simple “why” explanations
  Metrics:
    - Tells coherent 3-part story

Learner:
  Age: 10
Phase:
  Current: P2
NodeStates:
  L2_WritingExplanation: 0.60
  M1_NumberSense: 0.80
  M2_AlgebraFunctions: 0.65
  R2_VerificationDiscipline: 0.45
  E1_StressTolerance: 0.75

TargetPhase: P3
Weeks1-2:
  Focus: Repair
  Tasks:
    - Two-solution rule per math problem
    - Explain steps verbally
  Metrics:
    - 2 independent solution paths/week
Weeks3-4:
  Focus: Stability
  Tasks:
    - 2 short timed sets/week
    - Immediate explanation after
  Metrics:
    - ≥85% timed accuracy
Weeks5-8:
  Focus: Transfer
  Tasks:
    - Same algebra in word problem
    - Mixed-topic set weekly
  Metrics:
    - Transfer success ≥70%
Weeks9-12:
  Focus: Projection
  Tasks:
    - Mini coding model (age-appropriate)
    - Weekly verification log
  Metrics:
    - Edge-case testing habit consistent

Learner:
  Age: 15
Phase:
  Current: P2
NodeStates:
  M2_AlgebraFunctions: 0.85
  P1_PhysicsMathLink: 0.80
  R2_VerificationDiscipline: 0.75
  E1_StressTolerance: 0.50
  E2_DecisionStability: 0.55

TargetPhase: P3
Weeks1-2:
  Focus: Repair
  Tasks:
    - Short timed sets (15 mins max)
    - Recovery protocol after each
  Metrics:
    - Anxiety drop within 5 mins post-set
Weeks3-4:
  Focus: Stability
  Tasks:
    - 2 moderate timed sets/week
    - Sleep consistency tracking
  Metrics:
    - Stable accuracy across sessions
Weeks5-8:
  Focus: Transfer
  Tasks:
    - Physics problem under timed condition
    - Argument essay under constraint
  Metrics:
    - No accuracy drop >10%
Weeks9-12:
  Focus: Projection
  Tasks:
    - Mini team project (model system)
    - Teach-back session
  Metrics:
    - Delivery reliability

Learner:
  Age: 20
Phase:
  Current: P2
NodeStates:
  C3_AIHybridDiscipline: 0.40
  R2_VerificationDiscipline: 0.50
  K1_ResearchMethod: 0.75
  S1_SystemsIntegration: 0.70
  E2_DecisionStability: 0.80

TargetPhase: P3
Weeks1-2:
  Focus: Repair
  Tasks:
    - AI outputs must pass 3 edge-case tests
    - Rewrite outputs in own words
  Metrics:
    - Verification log every session
Weeks3-4:
  Focus: Stability
  Tasks:
    - Deadline simulation
    - AI audit checklist
  Metrics:
    - Zero unverified claims
Weeks5-8:
  Focus: Transfer
  Tasks:
    - Apply model to new domain
    - Compare two solution approaches
  Metrics:
    - Independent solution path used weekly
Weeks9-12:
  Focus: Projection
  Tasks:
    - Capstone sprint
    - Failure trace + repair plan written
  Metrics:
    - Edge-case survival documented