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# Adaptation Guide for New Contexts
Map concepts from source → target domain.
Identify analogies, differences, and edge cases.
**Source**: Knowledge Transfer Framework

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# Creating Day 1 Learning Paths
Focus on: What they need to be productive immediately.
Include: Core concepts, most-used workflows, where to get help.
**Source**: Knowledge Transfer Framework

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# Learning Theory for Knowledge Transfer
Progressive learning: crawl → walk → run
Module mastery: complete one before next
Validation checkpoints: verify understanding at milestones
**Source**: Knowledge Transfer Framework

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# Module Mastery Approach
Complete depth-first learning of one module before moving to next.
**Criteria**: Can explain, apply, and adapt without reference.
**Source**: Knowledge Transfer Framework

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# Knowledge Transfer Methodology - Reference
This reference documentation provides comprehensive details on the progressive learning methodology developed in bootstrap-011.
## Core Documentation
**Progressive Learning Path Pattern**: Time-boxed learning paths with validation checkpoints
- Day-1: 4-8 hours (setup → understanding → first contribution)
- Week-1: 20-40 hours (architecture → module mastery → meaningful contribution)
- Month-1: 40-160 hours (expertise → significant feature → mentoring)
**Learning Theory Principles Applied**:
1. Progressive Disclosure: Gradual complexity increase
2. Scaffolding: Decreasing support over time
3. Validation Checkpoints: Self-assessment without external dependency
4. Time-Boxing: Realistic time estimates
## Knowledge Artifacts
All knowledge artifacts from bootstrap-011 are documented in:
`experiments/bootstrap-011-knowledge-transfer/knowledge/`
**Templates** (3):
- Day-1 Learning Path Template
- Week-1 Learning Path Template
- Month-1 Learning Path Template
**Patterns** (1):
- Progressive Learning Path Pattern
**Principles** (1):
- Validation Checkpoint Principle
**Best Practices** (1):
- Module Mastery Onboarding
## Transferability
**Overall**: 95%+ transferable to any software project
**Cross-Language Validation**:
- Go → Rust: 90-95% (6-8h adaptation)
- Go → Python: 85-90% (8-10h adaptation)
- Go → TypeScript: 80-85% (10-12h adaptation)
**What Transfers Easily**:
- Progressive learning pattern (time-boxed sections, validation checkpoints)
- Validation checkpoint principle (self-assessment criteria)
- Domain specialization framework (choose → deep dive → feature → ownership → mentoring)
- Learning theory principles (progressive disclosure, scaffolding)
**What Needs Adaptation**:
- Module names (project-specific)
- Technology stack (Go → other languages)
- Project structure (internal/cmd → project layout)
- Domain areas (5 areas → adapt to project size)
## Experiment Results
See full results: `experiments/bootstrap-011-knowledge-transfer/results.md`
**Key Metrics**:
- V_meta = 0.877 (CONVERGED)
- 3-8x onboarding speedup validated
- 4 iterations, ~8 hours total
- 95%+ transferability

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# Progressive Learning Path Design
**Day 1**: Core concepts (30% coverage, 100% essentials)
**Week 1**: Common workflows (70% coverage)
**Month 1**: Complete mastery (100% coverage, edge cases)
**Source**: Knowledge Transfer Framework

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# Validation Checkpoints
Check understanding at: 30%, 70%, 100% completion.
Methods: Self-test, practical application, peer review.
**Source**: Knowledge Transfer Framework