Snapshot WIP: solver HP epic progress, BPHX/HX physics, BMAD skill refresh.
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Capture uncommitted solver robustness work (regularization, domain errors, linear solver lifecycle, tube DP/MSH), web workbench updates, and synced BMAD skills across IDE agent folders before starting BPHX pressure-drop.

Co-authored-by: Cursor <cursoragent@cursor.com>
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---
name: bmad-advanced-elicitation
description: 'Push the LLM to reconsider, refine, and improve its recent output. Use when user asks for deeper critique or mentions a known deeper critique method, e.g. socratic, first principles, pre-mortem, red team.'
---
# Advanced Elicitation
**Goal:** Push the LLM to reconsider, refine, and improve its recent output.
---
## CRITICAL LLM INSTRUCTIONS
- **MANDATORY:** Execute ALL steps in the flow section IN EXACT ORDER
- DO NOT skip steps or change the sequence
- HALT immediately when halt-conditions are met
- Each action within a step is a REQUIRED action to complete that step
- Sections outside flow (validation, output, critical-context) provide essential context - review and apply throughout execution
- **YOU MUST ALWAYS SPEAK OUTPUT in your Agent communication style with the `communication_language`**
---
## INTEGRATION (When Invoked Indirectly)
When invoked from another prompt or process:
1. Receive or review the current section content that was just generated
2. Apply elicitation methods iteratively to enhance that specific content
3. Return the enhanced version back when user selects 'x' to proceed and return back
4. The enhanced content replaces the original section content in the output document
---
## FLOW
### Step 1: Method Registry Loading
**Action:** Load `./methods.csv` for elicitation methods. If party-mode may participate, resolve the agent roster via:
```bash
python3 {project-root}/_bmad/scripts/resolve_config.py --project-root {project-root} --key agents
```
The resolver merges four layers in order: `_bmad/config.toml` (installer base, team-scoped), `_bmad/config.user.toml` (installer base, user-scoped), `_bmad/custom/config.toml` (team overrides), and `_bmad/custom/config.user.toml` (personal overrides). Each entry under `agents` is keyed by the agent's `code` and carries `name`, `title`, `icon`, `description`, `module`, and `team`.
#### CSV Structure
- **category:** Method grouping (core, structural, risk, etc.)
- **method_name:** Display name for the method
- **description:** Rich explanation of what the method does, when to use it, and why it's valuable
- **output_pattern:** Flexible flow guide using arrows (e.g., "analysis -> insights -> action")
#### Context Analysis
- Use conversation history
- Analyze: content type, complexity, stakeholder needs, risk level, and creative potential
#### Smart Selection
1. Analyze context: Content type, complexity, stakeholder needs, risk level, creative potential
2. Parse descriptions: Understand each method's purpose from the rich descriptions in CSV
3. Select 5 methods: Choose methods that best match the context based on their descriptions
4. Balance approach: Include mix of foundational and specialized techniques as appropriate
---
### Step 2: Present Options and Handle Responses
#### Display Format
```
**Advanced Elicitation Options**
_If party mode is active, agents will join in._
Choose a number (1-5), [r] to Reshuffle, [a] List All, or [x] to Proceed:
1. [Method Name]
2. [Method Name]
3. [Method Name]
4. [Method Name]
5. [Method Name]
r. Reshuffle the list with 5 new options
a. List all methods with descriptions
x. Proceed / No Further Actions
```
#### Response Handling
**Case 1-5 (User selects a numbered method):**
- Execute the selected method using its description from the CSV
- Adapt the method's complexity and output format based on the current context
- Apply the method creatively to the current section content being enhanced
- Display the enhanced version showing what the method revealed or improved
- **CRITICAL:** Ask the user if they would like to apply the changes to the doc (y/n/other) and HALT to await response.
- **CRITICAL:** ONLY if Yes, apply the changes. IF No, discard your memory of the proposed changes. If any other reply, try best to follow the instructions given by the user.
- **CRITICAL:** Re-present the same 1-5,r,x prompt to allow additional elicitations
**Case r (Reshuffle):**
- Select 5 random methods from methods.csv, present new list with same prompt format
- When selecting, try to think and pick a diverse set of methods covering different categories and approaches, with 1 and 2 being potentially the most useful for the document or section being discovered
**Case x (Proceed):**
- Complete elicitation and proceed
- Return the fully enhanced content back to the invoking skill
- The enhanced content becomes the final version for that section
- Signal completion back to the invoking skill to continue with next section
**Case a (List All):**
- List all methods with their descriptions from the CSV in a compact table
- Allow user to select any method by name or number from the full list
- After selection, execute the method as described in the Case 1-5 above
**Case: Direct Feedback:**
- Apply changes to current section content and re-present choices
**Case: Multiple Numbers:**
- Execute methods in sequence on the content, then re-offer choices
---
### Step 3: Execution Guidelines
- **Method execution:** Use the description from CSV to understand and apply each method
- **Output pattern:** Use the pattern as a flexible guide (e.g., "paths -> evaluation -> selection")
- **Dynamic adaptation:** Adjust complexity based on content needs (simple to sophisticated)
- **Creative application:** Interpret methods flexibly based on context while maintaining pattern consistency
- Focus on actionable insights
- **Stay relevant:** Tie elicitation to specific content being analyzed (the current section from the document being created unless user indicates otherwise)
- **Identify personas:** For single or multi-persona methods, clearly identify viewpoints, and use party members if available in memory already
- **Critical loop behavior:** Always re-offer the 1-5,r,a,x choices after each method execution
- Continue until user selects 'x' to proceed with enhanced content, confirm or ask the user what should be accepted from the session
- Each method application builds upon previous enhancements
- **Content preservation:** Track all enhancements made during elicitation
- **Iterative enhancement:** Each selected method (1-5) should:
1. Apply to the current enhanced version of the content
2. Show the improvements made
3. Return to the prompt for additional elicitations or completion

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num,category,method_name,description,output_pattern
1,advanced,Tree of Thoughts,Explore multiple reasoning paths simultaneously then evaluate and select the best - perfect for complex problems with multiple valid approaches,paths → evaluation → selection
2,advanced,Graph of Thoughts,Model reasoning as an interconnected network of ideas to reveal hidden relationships - ideal for systems thinking and discovering emergent patterns,nodes → connections → patterns
3,advanced,Thread of Thought,Maintain coherent reasoning across long contexts by weaving a continuous narrative thread - essential for RAG systems and maintaining consistency,context → thread → synthesis
4,advanced,Self-Consistency Validation,Generate multiple independent approaches then compare for consistency - crucial for high-stakes decisions where verification matters,approaches → comparison → consensus
5,advanced,Meta-Prompting Analysis,Step back to analyze the approach structure and methodology itself - valuable for optimizing prompts and improving problem-solving,current → analysis → optimization
6,advanced,Reasoning via Planning,Build a reasoning tree guided by world models and goal states - excellent for strategic planning and sequential decision-making,model → planning → strategy
7,advanced,Chain-of-Thought Scaffolding,Force explicit intermediate reasoning steps before any conclusion — prevents intuitive leaps that skip flawed logic,premise → step → step → conclusion
8,advanced,Few-Shot Exemplar Priming,Provide 2-3 worked examples of the desired reasoning pattern before the real task — aligns output format and depth through demonstration,examples → pattern recognition → application
9,collaboration,Stakeholder Round Table,Convene multiple personas to contribute diverse perspectives - essential for requirements gathering and finding balanced solutions across competing interests,perspectives → synthesis → alignment
10,collaboration,Expert Panel Review,Assemble domain experts for deep specialized analysis - ideal when technical depth and peer review quality are needed,expert views → consensus → recommendations
11,collaboration,Debate Club Showdown,Two personas argue opposing positions while a moderator scores points - great for exploring controversial decisions and finding middle ground,thesis → antithesis → synthesis
12,collaboration,User Persona Focus Group,Gather your product's user personas to react to proposals and share frustrations - essential for validating features and discovering unmet needs,reactions → concerns → priorities
13,collaboration,Time Traveler Council,Past-you and future-you advise present-you on decisions - powerful for gaining perspective on long-term consequences vs short-term pressures,past wisdom → present choice → future impact
14,collaboration,Cross-Functional War Room,Product manager + engineer + designer tackle a problem together - reveals trade-offs between feasibility desirability and viability,constraints → trade-offs → balanced solution
15,collaboration,Mentor and Apprentice,Senior expert teaches junior while junior asks naive questions - surfaces hidden assumptions through teaching,explanation → questions → deeper understanding
16,collaboration,Good Cop Bad Cop,Supportive persona and critical persona alternate - finds both strengths to build on and weaknesses to address,encouragement → criticism → balanced view
17,collaboration,Improv Yes-And,Multiple personas build on each other's ideas without blocking - generates unexpected creative directions through collaborative building,idea → build → build → surprising result
18,collaboration,Customer Support Theater,Angry customer and support rep roleplay to find pain points - reveals real user frustrations and service gaps,complaint → investigation → resolution → prevention
19,collaboration,Six Thinking Hats,Rotate through six modes (facts - feelings - caution - optimism - creativity - process) to ensure a group covers every angle without crosstalk,white → red → black → yellow → green → blue
20,collaboration,Delphi Method,Experts give independent estimates - see anonymized results - then revise — converges on calibrated group judgment while avoiding anchoring bias,independent estimates → reveal → revise → converge
21,competitive,Red Team vs Blue Team,Adversarial attack-defend analysis to find vulnerabilities - critical for security testing and building robust solutions,defense → attack → hardening
22,competitive,Shark Tank Pitch,Entrepreneur pitches to skeptical investors who poke holes - stress-tests business viability and forces clarity on value proposition,pitch → challenges → refinement
23,competitive,Code Review Gauntlet,Senior devs with different philosophies review the same code - surfaces style debates and finds consensus on best practices,reviews → debates → standards
24,core,First Principles Analysis,Strip away assumptions to rebuild from fundamental truths - breakthrough technique for innovation and solving impossible problems,assumptions → truths → new approach
25,core,5 Whys Deep Dive,Repeatedly ask why to drill down to root causes - simple but powerful for understanding failures,why chain → root cause → solution
26,core,Socratic Questioning,Use targeted questions to reveal hidden assumptions and guide discovery - excellent for teaching and self-discovery,questions → revelations → understanding
27,core,Critique and Refine,Systematic review to identify strengths and weaknesses then improve - standard quality check for drafts,strengths/weaknesses → improvements → refined
28,core,Explain Reasoning,Walk through step-by-step thinking to show how conclusions were reached - crucial for transparency,steps → logic → conclusion
29,core,Expand or Contract for Audience,Dynamically adjust detail level and technical depth for target audience - matches content to reader capabilities,audience → adjustments → refined content
30,core,Second-Order Thinking,Think beyond immediate consequences to anticipate cascading effects and long-term implications - essential for strategic decisions where first-order solutions create hidden downstream problems,action → consequences → second-order effects → informed choice
31,core,Inversion Analysis,Flip the problem by asking what would guarantee failure instead of how to succeed - reveals hidden obstacles and blind spots by approaching challenges from the opposite direction,goal → invert → failure paths → avoidance → solution
32,core,Problem Decomposition,Break a complex problem into independent sub-problems - solve each - then reassemble — essential when a task is too large or tangled to tackle whole,whole → parts → solutions → reassembly
33,core,Analogy Mapping,Find a well-understood parallel domain and transfer its structure to the current problem — unlocks insight by borrowing proven mental models,source domain → mapping → target insight
34,core,Steelmanning,Construct the strongest possible version of an opposing argument before responding — builds credibility and catches blind spots that strawmanning misses,opposing view → strongest form → honest rebuttal
35,creative,SCAMPER Method,Apply seven creativity lenses (Substitute/Combine/Adapt/Modify/Put/Eliminate/Reverse) - systematic ideation for product innovation,S→C→A→M→P→E→R
36,creative,Reverse Engineering,Work backwards from desired outcome to find implementation path - powerful for goal achievement and understanding endpoints,end state → steps backward → path forward
37,creative,What If Scenarios,Explore alternative realities to understand possibilities and implications - valuable for contingency planning and exploration,scenarios → implications → insights
38,creative,Random Input Stimulus,Inject unrelated concepts to spark unexpected connections - breaks creative blocks through forced lateral thinking,random word → associations → novel ideas
39,creative,Exquisite Corpse Brainstorm,Each persona adds to the idea seeing only the previous contribution - generates surprising combinations through constrained collaboration,contribution → handoff → contribution → surprise
40,creative,Genre Mashup,Combine two unrelated domains to find fresh approaches - innovation through unexpected cross-pollination,domain A + domain B → hybrid insights
41,creative,Constraint Injection,Deliberately add an artificial limitation (budget - time - technology) to force novel solutions — creativity thrives under pressure,add constraint → forced creativity → remove constraint → evaluate
42,creative,Morphological Analysis,List independent parameters of a problem - enumerate options for each - then systematically combine — ensures you don't miss non-obvious configurations,parameters → options grid → combinations → evaluation
43,creative,Subtraction,Improve by deliberately removing elements instead of adding them - counters the well-documented additive bias where people overlook subtractive changes that would simplify and strengthen the work,current state → what to remove → simplified result
44,framing,Abstraction Laddering,"Move up (""why?"") for strategic clarity or down (""how?"") for tactical detail — ensures you're solving at the right altitude",concrete ↔ abstract → right level
45,framing,Reframe the Question,Challenge whether the stated problem is the real problem — often the question itself is wrong and a better framing unlocks an easy answer,stated problem → reframe → true problem → solution
46,framing,Stakeholder Lens Rotation,Serially adopt each stakeholder's world-view to see the same situation differently — reveals whose needs are being overlooked,perspective A → B → C → gaps found
47,framing,Map Is Not the Territory,Treat any model or diagram as a lossy abstraction of reality - check where the representation diverges from the real system before trusting it,model → reality check → divergences found → corrected understanding
48,learning,Feynman Technique,Explain complex concepts simply as if teaching a child - the ultimate test of true understanding,complex → simple → gaps → mastery
49,learning,Active Recall Testing,Test understanding without references to verify true knowledge - essential for identifying gaps,test → gaps → reinforcement
50,learning,Deliberate Practice Loop,Identify a specific sub-skill - drill it with immediate feedback - adjust - repeat — targeted improvement beats general repetition,isolate → drill → feedback → adjust → repeat
51,philosophical,Occam's Razor Application,Find the simplest sufficient explanation by eliminating unnecessary complexity - essential for debugging,options → simplification → selection
52,philosophical,Trolley Problem Variations,Explore ethical trade-offs through moral dilemmas - valuable for understanding values and difficult decisions,dilemma → analysis → decision
53,research,Literature Review Personas,Optimist researcher + skeptic researcher + synthesizer review sources - balanced assessment of evidence quality,sources → critiques → synthesis
54,research,Thesis Defense Simulation,Student defends hypothesis against committee with different concerns - stress-tests research methodology and conclusions,thesis → challenges → defense → refinements
55,research,Comparative Analysis Matrix,Multiple analysts evaluate options against weighted criteria - structured decision-making with explicit scoring,options → criteria → scores → recommendation
56,research,Source Triangulation,Require at least three independent source types (quantitative - qualitative - expert) before accepting a claim — guards against single-source bias,claim → source A → source B → source C → confidence rating
57,retrospective,Hindsight Reflection,Imagine looking back from the future to gain perspective - powerful for project reviews,future view → insights → application
58,retrospective,Lessons Learned Extraction,Systematically identify key takeaways and actionable improvements - essential for continuous improvement,experience → lessons → actions
59,risk,Pre-mortem Analysis,Imagine future failure then work backwards to prevent it - powerful technique for risk mitigation before major launches,failure scenario → causes → prevention
60,risk,Failure Mode Analysis,Systematically explore how each component could fail - critical for reliability engineering and safety-critical systems,components → failures → prevention
61,risk,Challenge from Critical Perspective,Play devil's advocate to stress-test ideas and find weaknesses - essential for overcoming groupthink,assumptions → challenges → strengthening
62,risk,Identify Potential Risks,Brainstorm what could go wrong across all categories - fundamental for project planning and deployment preparation,categories → risks → mitigations
63,risk,Chaos Monkey Scenarios,Deliberately break things to test resilience and recovery - ensures systems handle failures gracefully,break → observe → harden
64,risk,Assumption Audit,Explicitly list every assumption underlying a plan - rate each by confidence and impact - then stress-test the weakest — prevents building on shaky foundations,list → rate → stress-test → shore up
65,risk,Cascading Failure Simulation,Trace how one component's failure propagates through dependencies — reveals hidden coupling and single points of failure,trigger failure → trace propagation → find amplifiers → decouple
66,technical,Architecture Decision Records,Multiple architect personas propose and debate architectural choices with explicit trade-offs - ensures decisions are well-reasoned and documented,options → trade-offs → decision → rationale
67,technical,Rubber Duck Debugging Evolved,Explain your code to progressively more technical ducks until you find the bug - forces clarity at multiple abstraction levels,simple → detailed → technical → aha
68,technical,Algorithm Olympics,Multiple approaches compete on the same problem with benchmarks - finds optimal solution through direct comparison,implementations → benchmarks → winner
69,technical,Security Audit Personas,Hacker + defender + auditor examine system from different threat models - comprehensive security review from multiple angles,vulnerabilities → defenses → compliance
70,technical,Performance Profiler Panel,Database expert + frontend specialist + DevOps engineer diagnose slowness - finds bottlenecks across the full stack,symptoms → analysis → optimizations
71,technical,Boundary & Edge Case Sweep,Systematically test extremes - zeros - nulls - maximums - and type mismatches — catches the failures that happy-path thinking always misses,inputs → boundaries → edge cases → failures found
1 num category method_name description output_pattern
2 1 advanced Tree of Thoughts Explore multiple reasoning paths simultaneously then evaluate and select the best - perfect for complex problems with multiple valid approaches paths → evaluation → selection
3 2 advanced Graph of Thoughts Model reasoning as an interconnected network of ideas to reveal hidden relationships - ideal for systems thinking and discovering emergent patterns nodes → connections → patterns
4 3 advanced Thread of Thought Maintain coherent reasoning across long contexts by weaving a continuous narrative thread - essential for RAG systems and maintaining consistency context → thread → synthesis
5 4 advanced Self-Consistency Validation Generate multiple independent approaches then compare for consistency - crucial for high-stakes decisions where verification matters approaches → comparison → consensus
6 5 advanced Meta-Prompting Analysis Step back to analyze the approach structure and methodology itself - valuable for optimizing prompts and improving problem-solving current → analysis → optimization
7 6 advanced Reasoning via Planning Build a reasoning tree guided by world models and goal states - excellent for strategic planning and sequential decision-making model → planning → strategy
8 7 advanced Chain-of-Thought Scaffolding Force explicit intermediate reasoning steps before any conclusion — prevents intuitive leaps that skip flawed logic premise → step → step → conclusion
9 8 advanced Few-Shot Exemplar Priming Provide 2-3 worked examples of the desired reasoning pattern before the real task — aligns output format and depth through demonstration examples → pattern recognition → application
10 9 collaboration Stakeholder Round Table Convene multiple personas to contribute diverse perspectives - essential for requirements gathering and finding balanced solutions across competing interests perspectives → synthesis → alignment
11 10 collaboration Expert Panel Review Assemble domain experts for deep specialized analysis - ideal when technical depth and peer review quality are needed expert views → consensus → recommendations
12 11 collaboration Debate Club Showdown Two personas argue opposing positions while a moderator scores points - great for exploring controversial decisions and finding middle ground thesis → antithesis → synthesis
13 12 collaboration User Persona Focus Group Gather your product's user personas to react to proposals and share frustrations - essential for validating features and discovering unmet needs reactions → concerns → priorities
14 13 collaboration Time Traveler Council Past-you and future-you advise present-you on decisions - powerful for gaining perspective on long-term consequences vs short-term pressures past wisdom → present choice → future impact
15 14 collaboration Cross-Functional War Room Product manager + engineer + designer tackle a problem together - reveals trade-offs between feasibility desirability and viability constraints → trade-offs → balanced solution
16 15 collaboration Mentor and Apprentice Senior expert teaches junior while junior asks naive questions - surfaces hidden assumptions through teaching explanation → questions → deeper understanding
17 16 collaboration Good Cop Bad Cop Supportive persona and critical persona alternate - finds both strengths to build on and weaknesses to address encouragement → criticism → balanced view
18 17 collaboration Improv Yes-And Multiple personas build on each other's ideas without blocking - generates unexpected creative directions through collaborative building idea → build → build → surprising result
19 18 collaboration Customer Support Theater Angry customer and support rep roleplay to find pain points - reveals real user frustrations and service gaps complaint → investigation → resolution → prevention
20 19 collaboration Six Thinking Hats Rotate through six modes (facts - feelings - caution - optimism - creativity - process) to ensure a group covers every angle without crosstalk white → red → black → yellow → green → blue
21 20 collaboration Delphi Method Experts give independent estimates - see anonymized results - then revise — converges on calibrated group judgment while avoiding anchoring bias independent estimates → reveal → revise → converge
22 21 competitive Red Team vs Blue Team Adversarial attack-defend analysis to find vulnerabilities - critical for security testing and building robust solutions defense → attack → hardening
23 22 competitive Shark Tank Pitch Entrepreneur pitches to skeptical investors who poke holes - stress-tests business viability and forces clarity on value proposition pitch → challenges → refinement
24 23 competitive Code Review Gauntlet Senior devs with different philosophies review the same code - surfaces style debates and finds consensus on best practices reviews → debates → standards
25 24 core First Principles Analysis Strip away assumptions to rebuild from fundamental truths - breakthrough technique for innovation and solving impossible problems assumptions → truths → new approach
26 25 core 5 Whys Deep Dive Repeatedly ask why to drill down to root causes - simple but powerful for understanding failures why chain → root cause → solution
27 26 core Socratic Questioning Use targeted questions to reveal hidden assumptions and guide discovery - excellent for teaching and self-discovery questions → revelations → understanding
28 27 core Critique and Refine Systematic review to identify strengths and weaknesses then improve - standard quality check for drafts strengths/weaknesses → improvements → refined
29 28 core Explain Reasoning Walk through step-by-step thinking to show how conclusions were reached - crucial for transparency steps → logic → conclusion
30 29 core Expand or Contract for Audience Dynamically adjust detail level and technical depth for target audience - matches content to reader capabilities audience → adjustments → refined content
31 30 core Second-Order Thinking Think beyond immediate consequences to anticipate cascading effects and long-term implications - essential for strategic decisions where first-order solutions create hidden downstream problems action → consequences → second-order effects → informed choice
32 31 core Inversion Analysis Flip the problem by asking what would guarantee failure instead of how to succeed - reveals hidden obstacles and blind spots by approaching challenges from the opposite direction goal → invert → failure paths → avoidance → solution
33 32 core Problem Decomposition Break a complex problem into independent sub-problems - solve each - then reassemble — essential when a task is too large or tangled to tackle whole whole → parts → solutions → reassembly
34 33 core Analogy Mapping Find a well-understood parallel domain and transfer its structure to the current problem — unlocks insight by borrowing proven mental models source domain → mapping → target insight
35 34 core Steelmanning Construct the strongest possible version of an opposing argument before responding — builds credibility and catches blind spots that strawmanning misses opposing view → strongest form → honest rebuttal
36 35 creative SCAMPER Method Apply seven creativity lenses (Substitute/Combine/Adapt/Modify/Put/Eliminate/Reverse) - systematic ideation for product innovation S→C→A→M→P→E→R
37 36 creative Reverse Engineering Work backwards from desired outcome to find implementation path - powerful for goal achievement and understanding endpoints end state → steps backward → path forward
38 37 creative What If Scenarios Explore alternative realities to understand possibilities and implications - valuable for contingency planning and exploration scenarios → implications → insights
39 38 creative Random Input Stimulus Inject unrelated concepts to spark unexpected connections - breaks creative blocks through forced lateral thinking random word → associations → novel ideas
40 39 creative Exquisite Corpse Brainstorm Each persona adds to the idea seeing only the previous contribution - generates surprising combinations through constrained collaboration contribution → handoff → contribution → surprise
41 40 creative Genre Mashup Combine two unrelated domains to find fresh approaches - innovation through unexpected cross-pollination domain A + domain B → hybrid insights
42 41 creative Constraint Injection Deliberately add an artificial limitation (budget - time - technology) to force novel solutions — creativity thrives under pressure add constraint → forced creativity → remove constraint → evaluate
43 42 creative Morphological Analysis List independent parameters of a problem - enumerate options for each - then systematically combine — ensures you don't miss non-obvious configurations parameters → options grid → combinations → evaluation
44 43 creative Subtraction Improve by deliberately removing elements instead of adding them - counters the well-documented additive bias where people overlook subtractive changes that would simplify and strengthen the work current state → what to remove → simplified result
45 44 framing Abstraction Laddering Move up ("why?") for strategic clarity or down ("how?") for tactical detail — ensures you're solving at the right altitude concrete ↔ abstract → right level
46 45 framing Reframe the Question Challenge whether the stated problem is the real problem — often the question itself is wrong and a better framing unlocks an easy answer stated problem → reframe → true problem → solution
47 46 framing Stakeholder Lens Rotation Serially adopt each stakeholder's world-view to see the same situation differently — reveals whose needs are being overlooked perspective A → B → C → gaps found
48 47 framing Map Is Not the Territory Treat any model or diagram as a lossy abstraction of reality - check where the representation diverges from the real system before trusting it model → reality check → divergences found → corrected understanding
49 48 learning Feynman Technique Explain complex concepts simply as if teaching a child - the ultimate test of true understanding complex → simple → gaps → mastery
50 49 learning Active Recall Testing Test understanding without references to verify true knowledge - essential for identifying gaps test → gaps → reinforcement
51 50 learning Deliberate Practice Loop Identify a specific sub-skill - drill it with immediate feedback - adjust - repeat — targeted improvement beats general repetition isolate → drill → feedback → adjust → repeat
52 51 philosophical Occam's Razor Application Find the simplest sufficient explanation by eliminating unnecessary complexity - essential for debugging options → simplification → selection
53 52 philosophical Trolley Problem Variations Explore ethical trade-offs through moral dilemmas - valuable for understanding values and difficult decisions dilemma → analysis → decision
54 53 research Literature Review Personas Optimist researcher + skeptic researcher + synthesizer review sources - balanced assessment of evidence quality sources → critiques → synthesis
55 54 research Thesis Defense Simulation Student defends hypothesis against committee with different concerns - stress-tests research methodology and conclusions thesis → challenges → defense → refinements
56 55 research Comparative Analysis Matrix Multiple analysts evaluate options against weighted criteria - structured decision-making with explicit scoring options → criteria → scores → recommendation
57 56 research Source Triangulation Require at least three independent source types (quantitative - qualitative - expert) before accepting a claim — guards against single-source bias claim → source A → source B → source C → confidence rating
58 57 retrospective Hindsight Reflection Imagine looking back from the future to gain perspective - powerful for project reviews future view → insights → application
59 58 retrospective Lessons Learned Extraction Systematically identify key takeaways and actionable improvements - essential for continuous improvement experience → lessons → actions
60 59 risk Pre-mortem Analysis Imagine future failure then work backwards to prevent it - powerful technique for risk mitigation before major launches failure scenario → causes → prevention
61 60 risk Failure Mode Analysis Systematically explore how each component could fail - critical for reliability engineering and safety-critical systems components → failures → prevention
62 61 risk Challenge from Critical Perspective Play devil's advocate to stress-test ideas and find weaknesses - essential for overcoming groupthink assumptions → challenges → strengthening
63 62 risk Identify Potential Risks Brainstorm what could go wrong across all categories - fundamental for project planning and deployment preparation categories → risks → mitigations
64 63 risk Chaos Monkey Scenarios Deliberately break things to test resilience and recovery - ensures systems handle failures gracefully break → observe → harden
65 64 risk Assumption Audit Explicitly list every assumption underlying a plan - rate each by confidence and impact - then stress-test the weakest — prevents building on shaky foundations list → rate → stress-test → shore up
66 65 risk Cascading Failure Simulation Trace how one component's failure propagates through dependencies — reveals hidden coupling and single points of failure trigger failure → trace propagation → find amplifiers → decouple
67 66 technical Architecture Decision Records Multiple architect personas propose and debate architectural choices with explicit trade-offs - ensures decisions are well-reasoned and documented options → trade-offs → decision → rationale
68 67 technical Rubber Duck Debugging Evolved Explain your code to progressively more technical ducks until you find the bug - forces clarity at multiple abstraction levels simple → detailed → technical → aha
69 68 technical Algorithm Olympics Multiple approaches compete on the same problem with benchmarks - finds optimal solution through direct comparison implementations → benchmarks → winner
70 69 technical Security Audit Personas Hacker + defender + auditor examine system from different threat models - comprehensive security review from multiple angles vulnerabilities → defenses → compliance
71 70 technical Performance Profiler Panel Database expert + frontend specialist + DevOps engineer diagnose slowness - finds bottlenecks across the full stack symptoms → analysis → optimizations
72 71 technical Boundary & Edge Case Sweep Systematically test extremes - zeros - nulls - maximums - and type mismatches — catches the failures that happy-path thinking always misses inputs → boundaries → edge cases → failures found