Skill memory-retrieval-learning: универсальное решение для задач

--- name: memory-retrieval-learning description: Use when long-term knowledge retention is needed (weeks to months), studying for exams or certifications, learning new job skills or technology, mastering substantial material that requires systematic review, combating forgetting through spaced repetition and retrieval practice, or when user mentions studying, memorizing, learning plans, spaced repetition, flashcards, active recall, or durable learning. --- # Memory, Retrieval & Learning ## Table of Contents - [Purpose](#purpose) - [When to Use](#when-to-use) - [What Is It](#what-is-it) - [Workflow](#workflow) - [Common Patterns](#common-patterns) - [Guardrails](#guardrails) - [Quick Reference](#quick-reference) ## Purpose Create evidence-based learning plans that maximize long-term retention through spaced repetition, retrieval practice, and interleaving. ## When to Use Use memory-retrieval-learning when you need to: **Exam & Certification Prep:** - Study for professional certifications (AWS, CPA, PMP, bar exam, medical boards) - Prepare for academic exams (SAT, GRE, finals) - Master substantial material over weeks/months - Retain knowledge for high-stakes tests **Professional Learning:** - Learn new technology stack or programming language - Master company product knowledge - Study industry regulations and compliance - Transition to new career field - Learn software tools and methodologies **Language Learning:** - Master vocabulary and grammar rules - Learn verb conjugations and sentence patterns - Study pronunciation and idioms - Build conversational fluency **Skill Mastery:** - Learn complex procedures (medical, technical, safety) - Master formulas, equations, or algorithms - Memorize taxonomies or classification systems - Study historical facts, dates, or sequences ## What Is It Memory-retrieval-learning applies cognitive science research on how humans learn durably: **Key Principles:** 1. **Spaced Repetition**: Review material at increasing intervals (1 day, 3 days, 7 days, 14 days, 30 days) 2. **Retrieval Practice**: Test yourself actively rather than passively re-reading 3. **Interleaving**: Mix different topics/types rather than blocking by type 4. **Elaboration**: Connect new knowledge to existing understanding **Quick Example:** Learning Spanish verb conjugations: ``` Week 1: Learn 20 new verbs → Test yourself same day Week 1: Review those 20 verbs after 1 day → Test Week 1: Review after 3 days → Test Week 2: Review after 7 days → Test + Add 20 new verbs Week 3: Review old verbs after 14 days → Test + Continue new verbs Week 5: Review after 30 days → Test ``` This combats the forgetting curve by reviewing just before you'd forget. ## Workflow Copy this checklist and track your progress: ``` Learning Plan Progress: - [ ] Step 1: Define learning goals and timeline - [ ] Step 2: Break down material and create schedule - [ ] Step 3: Design retrieval practice methods - [ ] Step 4: Execute daily learning sessions - [ ] Step 5: Track progress and adjust ``` **Step 1: Define learning goals and timeline** Clarify what needs to be learned, by when, and how much time is available daily. Identify success criteria (pass exam, demonstrate skill, etc). Use [resources/template.md](resources/template.md) to structure your plan. **Step 2: Break down material and create schedule** Chunk material into learnable units. Calculate spaced repetition schedule based on timeline. Plan initial learning + review cycles. For complex schedules or long timelines (6+ months), see [resources/methodology.md](resources/methodology.md) for advanced scheduling techniques. **Step 3: Design retrieval practice methods** Create active recall mechanisms: flashcards, practice problems, mock tests, self-quizzing. Avoid passive techniques (highlighting, re-reading). See [Common Patterns](#common-patterns) for domain-specific approaches. **Step 4: Execute daily learning sessions** Follow the schedule: new material in morning (peak alertness), reviews in afternoon/evening. Use retrieval practice consistently. Log what's difficult for extra review. For advanced techniques like interleaving or desirable difficulties, see [resources/methodology.md](resources/methodology.md). **Step 5: Track progress and adjust** Measure retention with self-tests. Adjust review frequency based on performance (struggle more = review sooner). Update schedule as needed. Validate using [resources/evaluators/rubric_memory_retrieval_learning.json](resources/evaluators/rubric_memory_retrieval_learning.json). ## Common Patterns **Exam Preparation (3-6 months):** - Phase 1 (60% time): Initial learning + comprehension - Phase 2 (30% time): Spaced review + retrieval practice - Phase 3 (10% time): Mock exams + weak area focus - Use: Professional certifications, academic finals, bar exam **Language Learning (ongoing):** - Daily: 10 new vocabulary words + review old words due today - Weekly: Grammar lesson + interleaved practice with prior lessons - Monthly: Conversation practice integrating all learned material - Use: Spanish, Mandarin, French, any language mastery **Technology/Job Skill (3-12 weeks):** - Week 1-2: Fundamentals + hands-on practice - Week 3-6: Advanced concepts + spaced review of fundamentals - Week 7+: Real projects + systematic review of challenging concepts - Use: Learning Python, React, AWS, data analysis **Medical/Technical Procedures:** - Day 1: Learn procedure steps + immediate practice - Day 2: Retrieval practice without notes - Day 4: Practice + add edge cases - Day 8: Full simulation - Day 15, 30: Refresh to maintain - Use: Clinical skills, safety protocols, lab techniques **Bulk Memorization (facts, dates, lists):** - Create spaced repetition flashcard deck - Review cards daily (Anki algorithm or similar) - Retire cards after 5+ successful recalls - Add mnemonic devices for difficult items - Use: Anatomy, geography, historical dates, pharmacology ## Guardrails **Avoid Common Mistakes:** - ❌ Passive re-reading or highlighting → Use active retrieval instead - ❌ Cramming (massed practice) → Use spaced repetition - ❌ Blocking by topic (all topic A, then all topic B) → Use interleaving - ❌ Over-confidence after initial learning → Test yourself repeatedly - ❌ No tracking → Measure retention to adjust schedule **Realistic Expectations:** - Forgetting is normal and necessary for strong memory consolidation - Initial struggles with retrieval are productive ("desirable difficulties") - Expect 20-40% forgetting between reviews (that's the sweet spot) - Spaced repetition feels less productive than massing, but works better - Plan for 2-3x more time than you think you need **Time Management:** - Daily consistency > marathon sessions - Minimum 15-20 min/day more effective than 2 hours weekly - Peak retention: 25 min study → 5 min break → repeat - Review sessions should be shorter than initial learning sessions - Build buffer for life interruptions (illness, travel, deadlines) **When to Seek Help:** - Material isn't making sense after 3+ attempts → Get instructor/expert help - Retention remains below 60% after 3 review cycles → Reassess study method - Burnout or motivation collapse → Reduce daily load, add intrinsic rewards - Test anxiety interfering → Address anxiety separately from memory techniques ## Quick Reference **Resources:** - `resources/template.md` - Learning plan template with scheduling - `resources/methodology.md` - Advanced techniques for complex learning goals - `resources/evaluators/rubric_memory_retrieval_learning.json` - Quality criteria **Output:** - File: `memory-retrieval-learning.md` in current directory - Contains: Learning goals, material breakdown, review schedule, retrieval methods, tracking system **Success Criteria:** - Spaced repetition schedule covers entire timeline - Retrieval practice methods defined for all material types - Daily time commitment is realistic and sustainable - Tracking mechanism in place to measure retention - Schedule includes buffer for setbacks - Validated against quality rubric (score ≥ 3.5) **Evidence-Based Techniques:** 1. **Spacing Effect**: Reviews at 1, 3, 7, 14, 30 days 2. **Testing Effect**: Self-test > re-study for long-term retention 3. **Interleaving**: ABCABC > AAABBBCCC for transfer and discrimination 4. **Elaboration**: Connect to prior knowledge, explain to others 5. **Dual Coding**: Combine verbal + visual representations