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09 Meta Framework · Scientific Problem Selection · anthropics/knowledge-work-plugins · Skills Docs
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This meta-skill orchestrates the complete problem selection process, guiding users through Skills 1-8 in a systematic, iterative way. This skill should be used when comprehensive support is needed from ideation through execution planning, with integrated literature searches and coherent documentation.
Use Skill 9 (Complete Workflow) when:
Starting a new project from scratch
Major project pivot or reframe needed
Grant/fellowship application requiring systematic planning
Thesis committee meeting preparation
Startup company planning
Want comprehensive, documented problem selection process
Use Individual Skills when:
You’re at a specific stage (e.g., just need risk assessment)
Quick consultation on one aspect
Updating one component of existing plan
Teaching/learning one concept
Intensive: 1 week of focused work (full-time)
Distributed: 4-6 weeks with other commitments
With iterations: Add 50% more time
You’ll invest time once to save years of potential missteps.
Your background:
Research area/field
Current position (grad student, postdoc, PI, etc.)
Lab expertise and resources
Timeline constraints
Your starting point:
Vague area of interest?
Specific problem in mind?
Must build on existing work?
Starting completely fresh?
Your goals:
Publication target (journal tier, timeline)?
Degree requirement (thesis chapter)?
Funding application?
Startup foundation?
Career development?
This process will challenge your assumptions
You may discover your initial idea needs major revision
That’s the point—better to know now than after 2 years
Intellectual honesty is required; this only works if you’re rigorous
Understand your context and constraints
Work through relevant intuition pumps
Avoid common ideation traps
Generate 2-3 project ideas
Preliminary literature search to calibrate scope
Select most promising idea
Create Problem Ideation Document (2 pages)
Literature Integration Point 1:
Search PubMed for precedents and adjacent work
Assess generality of problem
Identify methodological advances
Determine competition level
Problem Ideation Document with core idea and initial analysis
List of 10-15 key papers
Preliminary assessment of novelty and feasibility
Checkpoint: Do you have a clear, specific idea that excites you? If not, iterate on intuition pumps.
Extract ALL assumptions from your idea
Categorize (biological vs. technical)
Score each assumption (risk 1-5, time to test)
Identify high-risk late-reading assumptions
Design go/no-go experiments
Develop mitigation strategies
Create Risk Assessment Matrix (2 pages)
Literature Integration Point 2:
Search for technical precedents (has method worked before?)
Find biological evidence (what’s known about your system?)
Identify benchmarks (success rates, effect sizes)
Assess timeline realism
Complete assumption analysis table
Top 3 high-risk assumptions with mitigation plans
Go/no-go experiment designs
Revised timeline with decision points
Checkpoint: Is your risk profile acceptable? If risk-5 assumptions are >2 years out, return to Skill 1 to reframe.
Categorize your project type
Select appropriate optimization function
Score yourself on both axes
Compare to benchmarks
Articulate value system alignment
Develop communication strategy
Create Impact Assessment Document (2 pages)
Literature Integration Point 3:
Identify high-impact exemplars in your field
Analyze their framing and evaluation
Benchmark your potential impact
Understand field expectations
Clear optimization function selection
Self-assessment on both axes with justification
Comparative analysis vs. alternatives
Communication strategy for different audiences
Checkpoint: Do you score MEDIUM-HIGH on at least one axis? If not, return to Skill 1 to find higher-impact angle.
Inventory all project parameters
Identify which are fixed vs. floating
Assess if you’re over/under-constrained
Select strategic fixed parameter
Plan flexibility for contingencies
Create Parameter Strategy Document (2 pages)
Literature Integration Point 4:
How did successful projects handle parameters?
What parameter choices led to breakthroughs?
What over-constraints caused failures?
Complete parameter inventory
Strategic rationale for fixed/floating decisions
Flexibility matrix for contingencies
Project ensemble (family of related projects)
Checkpoint: Have you fixed 1-2 meaningful parameters while maintaining flexibility? If too rigid, adjust.
Map your project’s decision tree
Identify major branch points
Set criteria for each decision
Establish Level 1 / Level 2 rhythm
Create protocols for getting unstuck
Create Decision Tree Map (1-2 pages)
No major literature search here (unless you identify specific decision points needing technical information)
Visual decision tree
Decision criteria at each branch
Schedule for Level 2 evaluations
Protocol for course correction
Checkpoint: Have you planned for regular strategic evaluation, not just execution?
Anticipate likely failure modes
For each, identify upgrade opportunity
Map your project ensemble
Create crisis response protocols
Create Adversity Playbook (2-3 pages)
Literature Integration Point 5:
Historical examples of productive pivots
How did others capitalize on adversity?
What second-generation projects emerged from failures?
Anticipated crisis catalog
Upgrade strategies for each
Project ensemble map
Resilience rituals and protocols
Checkpoint: Are you prepared to see adversity as opportunity? Have you planned how to upgrade, not just fix?
Review three inversion strategies
Pre-plan applications for your likely obstacles
Create Problem Inversion Analysis (1-2 pages)
This is preparatory - you may not need it now, but when crisis hits, you’ll have framework ready.
Strategy 1 application planned
Strategy 2 options identified
Strategy 3 alternative questions brainstormed
Quick-reference guide for crisis
Checkpoint: Do you have concrete strategies for inverting problems when stuck?
Review all outputs from Skills 1-7
Create cohesive narrative
Develop communication materials:
3-slide presentation
1-page summary
1-minute elevator pitch
Write integrated project plan (4-6 pages)
Create living documents for ongoing use
Literature Integration Point 6:
Final references for integrated plan
Key papers for each section
Communication examples from field leaders
Complete Integrated Project Plan (4-6 pages)
3-slide presentation deck
1-page written summary
Elevator pitch script
Living documents (decision tree, risk matrix, etc.)
Checkpoint: Can you communicate your project compellingly in 1 minute, 5 minutes, and 1 page? Do all pieces fit together coherently?
Red Flags That Require Going Back:
Risk-5 assumptions >2 years out → Return to Skill 1 (reframe problem)
3 risk-4-5 assumptions → Return to Skill 1 (simplify or change approach)
Score LOW on both axes → Return to Skill 1 (find higher-impact angle)
Optimization function mismatch → Return to Skill 1 (reframe problem)
From Skill 4 (Parameters):
2 fixed parameters → Return to Skill 1 (over-constrained)
Zero fixed parameters → Return to Skill 1 (under-constrained)
No clear decision points → Return to Skill 4 (need more flexibility)
Every failure mode is existential → Return to Skill 2 (too risky)
Pause and acknowledge: The process is working—it caught a problem
Return to indicated skill: Usually Skill 1 or 2
Bring forward what you learned: Don’t start from scratch
Revised idea → Run through workflow again: Faster the second time
Multiple iterations OK: Better than years on wrong project
Update specific document: E.g., adjust parameter strategy
Check downstream effects: Does this change anything else?
Update integration document: Keep everything coherent
Throughout the workflow, use PubMed strategically:
Skill 1 (Ideation): Assess generality, find precedents, gauge competition
Skill 2 (Risk): Technical feasibility, biological evidence, benchmarks
Skill 3 (Impact): Field exemplars, evaluation frameworks, benchmarks
Skill 4 (Parameters): Successful parameter choices, cautionary tales
Skill 6 (Adversity): Productive pivots, upgrade examples
Skill 8 (Integration): Communication models, comprehensive references
Start broad (field overview)
Get specific (your exact approach)
Look adjacent (related systems/methods)
Find benchmarks (what’s state-of-art?)
Identify competition (who else is doing this?)
~10-15 key papers from Skill 1
~5-10 technical papers from Skill 2
~5-10 impact exemplars from Skill 3
~5 parameter lessons from Skill 4
~3-5 pivot examples from Skill 6
Total: ~30-50 papers (your foundation)
Core Documents (Organized Folder):
01_Problem_Ideation.pdf (2 pages, Skill 1)
02_Risk_Assessment.pdf (2 pages, Skill 2)
03_Impact_Assessment.pdf (2 pages, Skill 3)
04_Parameter_Strategy.pdf (2 pages, Skill 4)
05_Decision_Tree.pdf (1-2 pages, Skill 5)
06_Adversity_Playbook.pdf (2-3 pages, Skill 6)
07_Problem_Inversion.pdf (1-2 pages, Skill 7)
08_Integrated_Plan.pdf (4-6 pages, Skill 8)
Presentation_3slides.pptx
Summary_1page.pdf
Elevator_Pitch.txt
Living Documents (for ongoing use):
Decision_Tree.pdf (update monthly)
Risk_Matrix.xlsx (update quarterly)
Adversity_Playbook.pdf (consult in crisis)
Parameter_Strategy.pdf (revisit if stuck)
Key_Papers.pdf (annotated bibliography, 30-50 papers)
Organized by: Ideation / Technical / Impact / Pivots
Total: ~20-25 pages of documentation + supporting materials
Grant/Fellowship Applications:
Start with Integrated Plan (Skill 8)
Include specific aims from Ideation (Skill 1)
Show risk mitigation from Risk Assessment (Skill 2)
Demonstrate impact from Impact Assessment (Skill 3)
Timeline from Decision Tree (Skill 5)
Thesis Committee Meetings:
Present 3-slide deck (Skill 8)
Walk through decision tree (Skill 5)
Discuss risk mitigation (Skill 2)
Show parameter flexibility (Skill 4)
Demonstrate thoughtful planning
Use elevator pitch (Skill 8)
Show decision tree updates (Skill 5)
Discuss latest adversity and response (Skill 6)
Get input on parameter strategy (Skill 4)
Collaborator Conversations:
Share 1-page summary (Skill 8)
Highlight where their expertise fits (Skill 4)
Show risk mitigation plan (Skill 2)
Discuss impact potential (Skill 3)
Quarterly: Review Decision Tree (Skill 5), update milestones
After setbacks: Consult Adversity Playbook (Skill 6)
When stuck: Use Problem Inversion (Skill 7)
Annual: Full workflow review, consider new projects
Update Decision Tree (Skill 5)
Log adversities and responses (Skill 6)
Note new papers or competition
Adjust timeline if needed
Review Risk Matrix (Skill 2) - mark assumptions tested
Reassess Impact (Skill 3) - has evaluation changed?
Check Parameter Strategy (Skill 4) - still optimal?
Update Integrated Plan (Skill 8) - keep current
Complete workflow review
Consider new projects with fresh Skill 1 ideation
Archive old project docs
Extract lessons learned
Clearer project vision than before
Honest assessment of risks
Contingency plans for failures
Compelling communication materials
Alignment between project and values
Confidence in problem choice
Major decisions made faster (have framework)
Adversity handled productively (used playbook)
No existential crises (risks were mitigated)
Regular Level 2 evaluation happening
Project staying on-track or pivoting smartly
Published results or strong progress
Avoided dead-end projects
Multiple high-quality options at decision points
Skills developed as planned
Career trajectory aligned with goals
Time well-spent (the ultimate measure)
Systematic > Ad Hoc: Process ensures nothing forgotten
Iterative > Linear: Expect to loop back, that’s good
Documented > Mental: Writing forces clarity
Integrated > Fragmented: All skills connect
Living > Static: Update as you learn
Thoughtful > Fast: Time invested now saves years later
Honest > Optimistic: Rigor protects against wishful thinking
Prepared > Surprised: Anticipate adversity
Flexible > Rigid: Parameters float when needed
Passionate > Obligatory: Alignment matters
Block time in calendar (1-2 hours to start)
Gather your context (background, goals, constraints)
Begin Skill 1 (Intuition Pumps)
Let me know your starting point
Work through Skills 1-4 (foundation)
Share with mentor for alignment check
Iterate if major changes needed
Complete Skills 5-8 (execution planning)
Begin project execution with living documents
Monthly decision tree updates
Quarterly risk assessment reviews
Log adversities and responses
Execute planned project
Use frameworks when stuck
Update living documents
Evaluate process and refine
The complete meta-framework is substantial, but each step builds on the last. You’ll move through:
~2 weeks of intensive planning
Comprehensive documentation
Clear decision criteria
Communication materials
Living documents for ongoing guidance
Most importantly: You’ll KNOW you’re working on a well-chosen problem with rigorous planning. That confidence is priceless.
Let’s start with Skill 1. Are you ready to begin?
Remember: The highest-leverage work in science is choosing the right problem. This meta-framework ensures you spend your finite time wisely. The investment in systematic planning pays dividends for years.