domain: quantum-computing

query: What is Laughlin on Coherence Limits?

ground_truth:
Laughlin on Coherence Limits
SKEP


domain: quantum-computing

query: What is Topological Approach?

ground_truth:
Topological Approach
HARD


domain: quantum-computing

query: What is What QC Could Supposedly Do?

ground_truth:
What QC Could Supposedly Do
FOUND


domain: quantum-computing

query: What is Risk-Adjusted QS Returns?

ground_truth:
Risk-Adjusted QS Returns
ALT


domain: quantum-computing

query: What is Post-Quantum Crypto Exists?

ground_truth:
Post-Quantum Crypto Exists
CRYP


domain: quantum-computing

query: What is Moving Goalposts Pattern?

ground_truth:
Moving Goalposts Pattern
HYPE


domain: quantum-computing

query: What is IBM Roadmap Revisions?

ground_truth:
IBM Roadmap Revisions
HYPE


domain: quantum-computing

query: What is Quantum Advantage Defined?

ground_truth:
Quantum Advantage Defined
ALGO


domain: quantum-computing

query: What is Quantum Key Distribution?

ground_truth:
Quantum Key Distribution
ALT


domain: quantum-computing

query: What is Trapped Ion Approach?

ground_truth:
Trapped Ion Approach
HARD


domain: quantum-computing

query: What is Transferable Skills Debate?

ground_truth:
Transferable Skills Debate
ETHI


domain: quantum-computing

query: What is National QC Strategy Critique?

ground_truth:
National QC Strategy Critique
APPLY


domain: quantum-computing

query: What is Fusion Hype Comparison?

ground_truth:
Fusion Hype Comparison
CRIT


domain: quantum-computing

query: What is FOMO in QC Investment?

ground_truth:
FOMO in QC Investment
BIAS


domain: quantum-computing

query: What is Infrastructure Cost?

ground_truth:
Infrastructure Cost
BARR


domain: quantum-computing

query: What is Hype Reinforcement Loop?

ground_truth:
Hype Reinforcement Loop
SYST


domain: quantum-computing

query: What is Crossing the Chasm?

ground_truth:
Crossing the Chasm
TECH


domain: quantum-computing

query: What is QC vs Classical Computing?

ground_truth:
QC vs Classical Computing
FOUND


domain: quantum-computing

query: What is What QC Cannot Do?

ground_truth:
What QC Cannot Do
FOUND


domain: quantum-computing

query: What is Hardware Scaling Wall?

ground_truth:
Hardware Scaling Wall
BARR


domain: quantum-computing

query: What is D-Wave Exaggerated Claims?

ground_truth:
D-Wave Exaggerated Claims
HYPE


domain: quantum-computing

query: What is Consultant Hype Reports?

ground_truth:
Consultant Hype Reports
HYPE


domain: quantum-computing

query: What is QC Is Narrowly Applicable?

ground_truth:
QC Is Narrowly Applicable
GPT


domain: quantum-computing

query: What is Geopolitical Arms Race Loop?

ground_truth:
Geopolitical Arms Race Loop
SYST


domain: quantum-computing

query: What is Board-Level QC Questions?

ground_truth:
Board-Level QC Questions
APPLY


domain: quantum-computing

query: What is Motivated Reasoning?

ground_truth:
Motivated Reasoning
BIAS


domain: quantum-computing

query: What is Zero Commercial ROI by 2025?

ground_truth:
Zero Commercial ROI by 2025
HIST


domain: quantum-computing

query: What is Atomic Clocks?

ground_truth:
Atomic Clocks
ALT


domain: quantum-computing

query: What is Proponents Have Funding Bias?

ground_truth:
Proponents Have Funding Bias
SKEP


domain: quantum-computing

query: What is Ethical Investment Duty?

ground_truth:
Ethical Investment Duty
ETHI


domain: quantum-computing

query: What is Applying Skepticism Broadly?

ground_truth:
Applying Skepticism Broadly
CRIT


domain: quantum-computing

query: What is Technology Adoption Curves?

ground_truth:
Technology Adoption Curves
TECH


domain: quantum-computing

query: What is Google Supremacy Overhype?

ground_truth:
Google Supremacy Overhype
HYPE


domain: quantum-computing

query: What is Prediction Track Records?

ground_truth:
Prediction Track Records
TECH


domain: quantum-computing

query: What is Balancing Feedback Loop?

ground_truth:
Balancing Feedback Loop
SYST


domain: quantum-computing

query: What is NIST Already Has Standards?

ground_truth:
NIST Already Has Standards
CRYP


domain: quantum-computing

query: What is What Is a Qubit?

ground_truth:
What Is a Qubit
FOUND


domain: quantum-computing

query: What is Transistor Investment Payoff?

ground_truth:
Transistor Investment Payoff
PARA


domain: quantum-computing

query: What is Feynman's 1981 Idea?

ground_truth:
Feynman's 1981 Idea
HIST


domain: quantum-computing

query: What is Informed Consent for Careers?

ground_truth:
Informed Consent for Careers
ETHI


domain: quantum-computing

query: What is Technology Due Diligence?

ground_truth:
Technology Due Diligence
CRIT


domain: quantum-computing

query: What is Revenue Model Problem?

ground_truth:
Revenue Model Problem
ECON


domain: quantum-computing

query: What is The 10 Required Breakthroughs?

ground_truth:
The 10 Required Breakthroughs
BREAK


domain: quantum-computing

query: What is Classical Computers Keep Up?

ground_truth:
Classical Computers Keep Up
ALGO


domain: quantum-computing

query: What is How to Read a Press Release?

ground_truth:
How to Read a Press Release
CRIT


domain: quantum-computing

query: What is Laser Investment Payoff?

ground_truth:
Laser Investment Payoff
PARA


domain: quantum-computing

query: What is Government Funding Pressure?

ground_truth:
Government Funding Pressure
ECON


domain: quantum-computing

query: What is Writing an Executive Brief?

ground_truth:
Writing an Executive Brief
APPLY


domain: quantum-computing

query: What is Science Journalism Problems?

ground_truth:
Science Journalism Problems
CRIT


domain: quantum-computing

query: What is D-Wave Revenue Reality?

ground_truth:
D-Wave Revenue Reality
ECON


domain: quantum-computing

query: What are the prerequisites for Superconducting Approach?

ground_truth:
Cryogenic Cooling Requirement
Connectivity Limitations


domain: quantum-computing

query: What are the prerequisites for Total Cost of Ownership?


domain: quantum-computing

query: What are the prerequisites for Risk Assessment Framework?

ground_truth:
Expected Value Framework
Critical Thinking Skills


domain: quantum-computing

query: What are the prerequisites for No Paying Customers?


domain: quantum-computing

query: What are the prerequisites for Dyakonov's Physics Arguments?


domain: quantum-computing

query: What are the prerequisites for Could QC Break Encryption??

ground_truth:
Shor's Factoring Algorithm
Public Key Encryption Basics


domain: quantum-computing

query: What are the prerequisites for Joint Probability Problem?

ground_truth:
Probability of Success
All Must Happen Together


domain: quantum-computing

query: What are the prerequisites for Error Correction Overhead?


domain: quantum-computing

query: What are the prerequisites for Transistor Investment Payoff?


domain: quantum-computing

query: What are the prerequisites for Must Improve Over Time?


domain: quantum-computing

query: What are the prerequisites for Groupthink?


domain: quantum-computing

query: What are the prerequisites for Shor's Factoring Algorithm?


domain: quantum-computing

query: What are the prerequisites for Market Valuation vs Revenue?

ground_truth:
IonQ IPO and Stock Decline
SPAC Risks in QC
Rigetti Financial Struggles
D-Wave Revenue Reality


domain: quantum-computing

query: What are the prerequisites for Energy Consumption Problem?

ground_truth:
Cryogenic Cost and Scale
Wiring and Control Problem


domain: quantum-computing

query: What are the prerequisites for How Biases Compound?

ground_truth:
Sunk Cost Fallacy
Confirmation Bias
Anchoring Bias
Bandwagon Effect
Optimism Bias
FOMO in QC Investment


domain: quantum-computing

query: What are the prerequisites for Risk-Adjusted Returns?

ground_truth:
Return on Investment
Net Present Value


domain: quantum-computing

query: What are the prerequisites for Science Journalism Problems?

ground_truth:
Media Amplification Effect
How to Read a Press Release


domain: quantum-computing

query: What are the prerequisites for Proponents Have Funding Bias?


domain: quantum-computing

query: What are the prerequisites for Goldreich's CS Perspective?


domain: quantum-computing

query: What are the prerequisites for IonQ IPO and Stock Decline?


domain: quantum-computing

query: What are the prerequisites for Career Incentive Loop?

ground_truth:
Reinforcing Feedback Loop
Professor Grant Conflicts


domain: quantum-computing

query: What are the prerequisites for Zero Commercial ROI by 2025?

ground_truth:
Google Sycamore Claim 2019
IBM 1121-Qubit Chip 2023


domain: quantum-computing

query: What are the prerequisites for Sensing Needs Few Qubits?

ground_truth:
Quantum Sensing
Million Qubit Requirement


domain: quantum-computing

query: What are the prerequisites for Near Absolute Zero Temps?


domain: quantum-computing

query: What are the prerequisites for Building a Claims Tracker?

ground_truth:
Catalog of Broken Promises
Hype Detection Checklist


domain: quantum-computing

query: What are the prerequisites for String Theory Career Warning?


domain: quantum-computing

query: What are the prerequisites for Consultant Hype Reports?


domain: quantum-computing

query: What are the prerequisites for The 10 Required Breakthroughs?

ground_truth:
Hardware Scaling Wall
Each Platform Has Fatal Flaws
No Real-World Advantage Yet


domain: quantum-computing

query: What are the prerequisites for Net Present Value?


domain: quantum-computing

query: What are the prerequisites for Applying Skepticism Broadly?

ground_truth:
Hype Detection Checklist
Red Flags in Tech Claims
Base Rate Reasoning
Extraordinary Claims Rule


domain: quantum-computing

query: What are the prerequisites for McKinsey $450B Projection?


domain: quantum-computing

query: What are the prerequisites for Trapped Ion Approach?

ground_truth:
Qubits Are Extremely Fragile
Connectivity Limitations


domain: quantum-computing

query: What are the prerequisites for Comparable Company Analysis?


domain: quantum-computing

query: What are the prerequisites for Harvest Now Decrypt Later?


domain: quantum-computing

query: What are the prerequisites for Must Be Broadly Applicable?


domain: quantum-computing

query: What are the prerequisites for Ethics of QC Education?

ground_truth:
QC Job Market Reality
Almost All Jobs Are R&D


domain: quantum-computing

query: What are the prerequisites for SPAC Risks in QC?


domain: quantum-computing

query: What are the prerequisites for First Lab Demos 1998-2001?


domain: quantum-computing

query: What are the prerequisites for Rigetti Financial Struggles?


domain: quantum-computing

query: What are the prerequisites for Cost Per Computation?

ground_truth:
Infrastructure Cost
Classical Alternatives Cheaper


domain: quantum-computing

query: What are the prerequisites for Catalog of Broken Promises?


domain: quantum-computing

query: What are the prerequisites for Student Advising Ethics?

ground_truth:
Ethics of QC Education
PhD Career Risk in QC


domain: quantum-computing

query: What are the prerequisites for Massive Qubits Needed?

ground_truth:
Million Qubit Requirement
Could QC Break Encryption?


domain: quantum-computing

query: What are the prerequisites for Sensors Already Make Money?

ground_truth:
Atomic Clocks
Quantum Magnetometers
Quantum Gravimeters


domain: quantum-computing

query: What are the prerequisites for Fiduciary Responsibility?

ground_truth:
Return on Investment
Probability of Success


domain: quantum-computing

query: What are the prerequisites for Almost All Jobs Are R&D?


domain: quantum-computing

query: What are the prerequisites for Cryogenic Cost and Scale?


domain: quantum-computing

query: What are the prerequisites for Controlling 2^1000 Parameters?


domain: quantum-computing

query: What are the prerequisites for When Scientists Mislead?

ground_truth:
Information Asymmetry
Charismatic Founder Risk


domain: quantum-computing

query: What are the prerequisites for D-Wave Sale to Lockheed 2011?


domain: quantum-computing

query: What is the prerequisite chain from Cognitive Bias Overview to Board-Level QC Questions?

ground_truth:
Board-Level QC Questions
Evaluating a Pitch Deck
How Biases Compound
Sunk Cost Fallacy
Cognitive Bias Overview


domain: quantum-computing

query: What is the prerequisite chain from Return on Investment to Corporate R&D Burn Rate?

ground_truth:
Corporate R&D Burn Rate
Total $100B+ Invested
Return on Investment


domain: quantum-computing

query: What is the prerequisite chain from Cognitive Bias Overview to Bias in Tech Forecasting?

ground_truth:
Bias in Tech Forecasting
Cognitive Bias Overview


domain: quantum-computing

query: What is the prerequisite chain from Return on Investment to Conducting Red Team Analysis?

ground_truth:
Conducting Red Team Analysis
Each Breakthrough Is Uncertain
Probability of Success
Expected Value Framework
Risk-Adjusted Returns
Return on Investment


domain: quantum-computing

query: What is the prerequisite chain from Critical Thinking Skills to Technology Due Diligence?

ground_truth:
Technology Due Diligence
Critical Thinking Skills


domain: quantum-computing

query: What is the prerequisite chain from Cognitive Bias Overview to Why Skeptics Are Ignored?

ground_truth:
Why Skeptics Are Ignored
Authority Bias
Cognitive Bias Overview


domain: quantum-computing

query: What is the prerequisite chain from Cognitive Bias Overview to Narrative Fallacy?

ground_truth:
Narrative Fallacy
Cognitive Bias Overview


domain: quantum-computing

query: What is the prerequisite chain from Return on Investment to Writing a Critical Review?

ground_truth:
Writing a Critical Review
Risk Assessment Framework
Expected Value Framework
Risk-Adjusted Returns
Return on Investment


domain: quantum-computing

query: What is the prerequisite chain from Technology Readiness Levels to Bias in Tech Forecasting?

ground_truth:
Bias in Tech Forecasting
Technology Forecasting
Technology Adoption Curves
Technology Readiness Levels


domain: quantum-computing

query: What is the prerequisite chain from Technology Readiness Levels to Dot-Com Bubble Parallel?

ground_truth:
Dot-Com Bubble Parallel
Technology Bubble Dynamics
Gartner Hype Cycle
Technology Adoption Curves
Technology Readiness Levels


domain: quantum-computing

query: What is the prerequisite chain from Critical Thinking Skills to Autonomous Vehicle Comparison?

ground_truth:
Autonomous Vehicle Comparison
Applying Skepticism Broadly
Hype Detection Checklist
Critical Thinking Skills


domain: quantum-computing

query: What is the prerequisite chain from Classical Computing to Total Cost of Ownership?

ground_truth:
Total Cost of Ownership
Cost Per Computation
Classical Alternatives Cheaper
QC vs Classical Computing
Classical Computing


domain: quantum-computing

query: What is the prerequisite chain from Quantum Sensing to GPS Atomic Clock Payoff?

ground_truth:
GPS Atomic Clock Payoff
Atomic Clocks
Quantum Sensing


domain: quantum-computing

query: What is the prerequisite chain from General Purpose Technology to Steam Engine as GPT?

ground_truth:
Steam Engine as GPT
Must Be Broadly Applicable
GPT Characteristics
General Purpose Technology


domain: quantum-computing

query: What is the prerequisite chain from Return on Investment to Writing an Executive Brief?

ground_truth:
Writing an Executive Brief
Risk Assessment Framework
Expected Value Framework
Risk-Adjusted Returns
Return on Investment


domain: quantum-computing

query: What is the prerequisite chain from Return on Investment to Making Better Tech Bets?

ground_truth:
Making Better Tech Bets
Alternative Tech Investments
Risk-Adjusted QS Returns
Risk-Adjusted Returns
Return on Investment


domain: quantum-computing

query: What is the prerequisite chain from Cognitive Bias Overview to Narrative Fallacy?

ground_truth:
Narrative Fallacy
Cognitive Bias Overview


domain: quantum-computing

query: What is the prerequisite chain from Cognitive Bias Overview to FOMO Drives Bad QC Decisions?

ground_truth:
FOMO Drives Bad QC Decisions
FOMO in QC Investment
Cognitive Bias Overview


domain: quantum-computing

query: What is the prerequisite chain from Return on Investment to Making Better Tech Bets?

ground_truth:
Making Better Tech Bets
Alternative Tech Investments
Risk-Adjusted QS Returns
Risk-Adjusted Returns
Return on Investment


domain: quantum-computing

query: What is the prerequisite chain from Technology Readiness Levels to Science vs Engineering Gap?

ground_truth:
Science vs Engineering Gap
Technology Readiness Levels


domain: quantum-computing

query: What is the prerequisite chain from Return on Investment to Concorde Economics Failure?

ground_truth:
Concorde Economics Failure
Opportunity Cost
Return on Investment


domain: quantum-computing

query: What is the prerequisite chain from Return on Investment to Making Better Tech Bets?

ground_truth:
Making Better Tech Bets
Alternative Tech Investments
Risk-Adjusted QS Returns
Risk-Adjusted Returns
Return on Investment


domain: quantum-computing

query: What is the prerequisite chain from Critical Thinking Skills to Building a Claims Tracker?

ground_truth:
Building a Claims Tracker
Hype Detection Checklist
Critical Thinking Skills


domain: quantum-computing

query: What is the prerequisite chain from Classical Computing to Writing an Executive Brief?

ground_truth:
Writing an Executive Brief
QC Cannot Replace Classical
QC vs Classical Computing
Classical Computing


domain: quantum-computing

query: What is the prerequisite chain from Critical Thinking Skills to Board-Level QC Questions?

ground_truth:
Board-Level QC Questions
Evaluating a Pitch Deck
Red Flags in Tech Claims
Critical Thinking Skills


domain: quantum-computing

query: List all FOUND concepts in this knowledge graph

ground_truth:
Classical Computing
What Is a Qubit
Superposition Explained
Entanglement Explained
Quantum Measurement Problem
Theoretical Promise of QC
What QC Could Supposedly Do
What QC Cannot Do
QC vs Classical Computing

taxonomy_id: FOUND


domain: quantum-computing

query: List all BARR concepts in this knowledge graph

ground_truth:
Decoherence Problem
Qubits Are Extremely Fragile
Error Rate Problem
Error Correction Overhead
1000 Physical per 1 Logical
Million Qubit Requirement
Engineering vs Physics Barrier
No Platform Has Solved It
Cryogenic Cooling Requirement
Near Absolute Zero Temps
Cryogenic Cost and Scale
Wiring and Control Problem
Energy Consumption Problem
Infrastructure Cost
Hardware Scaling Wall
Connectivity Limitations

taxonomy_id: BARR


domain: quantum-computing

query: List all HARD concepts in this knowledge graph

ground_truth:
Superconducting Approach
Trapped Ion Approach
Photonic Approach
Topological Approach
Neutral Atom Approach
Platform Comparison
Each Platform Has Fatal Flaws

taxonomy_id: HARD


domain: quantum-computing

query: List all ALGO concepts in this knowledge graph

ground_truth:
Shor's Factoring Algorithm
Grover's Search Algorithm
Quantum Supremacy Defined
Quantum Advantage Defined
Contrived Benchmarks
No Real-World Advantage Yet
Narrow Problem Applicability
Classical Computers Keep Up

taxonomy_id: ALGO


domain: quantum-computing

query: List all HIST concepts in this knowledge graph

ground_truth:
Feynman's 1981 Idea
Shor's Algorithm 1994
First Lab Demos 1998-2001
D-Wave "Commercial" QC 2007
D-Wave Sale to Lockheed 2011
Google Buys D-Wave 2013
IBM Cloud Access 2016
Google Sycamore Claim 2019
IBM 127-Qubit Chip 2021
IBM 1121-Qubit Chip 2023
Zero Commercial ROI by 2025
Timeline Pattern Analysis
3-5 Years Away Pattern
40 Years of Promises

taxonomy_id: HIST


domain: quantum-computing

query: List all HYPE concepts in this knowledge graph

ground_truth:
Catalog of Broken Promises
D-Wave Exaggerated Claims
Google Supremacy Overhype
IBM Roadmap Revisions
Startup Pitch Exaggeration
Consultant Hype Reports
McKinsey $450B Projection
Media Amplification Effect
Moving Goalposts Pattern
Unfalsifiable Timelines
Redefining Success
Fusion Energy Parallel
Flying Cars Parallel

taxonomy_id: HYPE


domain: quantum-computing

query: List all CRYP concepts in this knowledge graph

ground_truth:
Public Key Encryption Basics
Could QC Break Encryption?
Massive Qubits Needed
Post-Quantum Crypto Exists
NIST Already Has Standards
Harvest Now Decrypt Later
Window Is Already Closing
Crypto Threat Is Overstated

taxonomy_id: CRYP


domain: quantum-computing

query: List all ECON concepts in this knowledge graph

ground_truth:
Return on Investment
Net Present Value
Risk-Adjusted Returns
Expected Value Framework
Probability of Success
Opportunity Cost
Sunk Cost Trap
Total $100B+ Invested
Zero Revenue Generated
VC Funding Frenzy
Corporate R&D Burn Rate
Government Funding Pressure
Revenue Model Problem
Who Pays for QC?
Customer Demand Evidence
No Paying Customers
Classical Alternatives Cheaper
Cost Per Computation
Total Cost of Ownership
IonQ IPO and Stock Decline
SPAC Risks in QC
Rigetti Financial Struggles
D-Wave Revenue Reality
Market Valuation vs Revenue
Comparable Company Analysis
Exit Strategy Problem
Acqui-Hire as Only Exit
Venture Capital Loss Rates
When to Cut Losses

taxonomy_id: ECON


domain: quantum-computing

query: List all TECH concepts in this knowledge graph

ground_truth:
Technology Readiness Levels
TRL Scale Explained
QC Stuck at TRL 2-3
Technology Adoption Curves
Crossing the Chasm
Gartner Hype Cycle
Peak of Inflated Expectations
Trough of Disillusionment
Technology Forecasting
Base Rate of Tech Failure
Prediction Track Records
Science vs Engineering Gap
Dot-Com Bubble Parallel
Technology Bubble Dynamics

taxonomy_id: TECH


domain: quantum-computing

query: List all GPT concepts in this knowledge graph

ground_truth:
General Purpose Technology
GPT Characteristics
Must Be Broadly Applicable
Must Improve Over Time
Must Enable New Innovations
Steam Engine as GPT
Electricity as GPT
Transistor as GPT
Internet as GPT
AI/ML as Emerging GPT
QC Fails Every GPT Test
QC Is Narrowly Applicable
QC Cannot Replace Classical

taxonomy_id: GPT


domain: quantum-computing

query: List all BIAS concepts in this knowledge graph

ground_truth:
Cognitive Bias Overview
Sunk Cost Fallacy
Confirmation Bias
Anchoring Bias
Bandwagon Effect
Dunning-Kruger in QC
Optimism Bias
Authority Bias
FOMO in QC Investment
Survivorship Bias
Narrative Fallacy
Groupthink
Motivated Reasoning
Information Asymmetry
Bias in Tech Forecasting
How Biases Compound

taxonomy_id: BIAS


domain: quantum-computing

query: List all SYST concepts in this knowledge graph

ground_truth:
Systems Thinking
Causal Loop Diagrams
Reinforcing Feedback Loop
Balancing Feedback Loop
Hype Reinforcement Loop
Sunk Cost Escalation Loop
Career Incentive Loop
Geopolitical Arms Race Loop
Missing Balancing Loop
Leverage Points
Self-Sustaining Hype Cycle
Breaking the Hype Loop

taxonomy_id: SYST


domain: quantum-computing

query: List all SKEP concepts in this knowledge graph

ground_truth:
Gil Kalai's Math Arguments
Dyakonov's Physics Arguments
Controlling 2^1000 Parameters
Levin's Complexity Doubts
Laughlin on Coherence Limits
Goldreich's CS Perspective
Skeptics Have No Funding Bias
Proponents Have Funding Bias
Why Skeptics Are Ignored

taxonomy_id: SKEP


domain: quantum-computing

query: List all ETHI concepts in this knowledge graph

ground_truth:
Ethics of QC Education
PhD Career Risk in QC
QC Job Market Reality
Almost All Jobs Are R&D
What If the Field Contracts?
Transferable Skills Debate
Professor Grant Conflicts
String Theory Career Warning
Cold Fusion Career Warning
Student Advising Ethics
Informed Consent for Careers
Ethical Investment Duty
Fiduciary Responsibility
FOMO Drives Bad QC Decisions

taxonomy_id: ETHI


domain: quantum-computing

query: List all ALT concepts in this knowledge graph

ground_truth:
Quantum Sensing
Atomic Clocks
Quantum Magnetometers
Quantum Gravimeters
Sensors Already Make Money
Sensing Needs Few Qubits
Quantum Key Distribution
Risk-Adjusted QS Returns
Classical AI Hardware
Alternative Tech Investments
Portfolio Diversification

taxonomy_id: ALT


domain: quantum-computing

query: List all PARA concepts in this knowledge graph

ground_truth:
Successful Physics Bets
Transistor Investment Payoff
Laser Investment Payoff
Fiber Optics Payoff
GPS Atomic Clock Payoff
MRI Investment Payoff
Failed Physics Bets
Cold Fusion Losses
Theranos Lessons
Concorde Economics Failure
Charismatic Founder Risk
When Scientists Mislead

taxonomy_id: PARA


domain: quantum-computing

query: List all BREAK concepts in this knowledge graph

ground_truth:
The 10 Required Breakthroughs
Error Rates Must Drop 100x
Need 1000x More Qubits
Coherence Must Improve 100x
Connectivity Must Improve
Cryogenics Must Scale
New Algorithms Needed
Cost Must Drop Dramatically
All Must Happen Together
Joint Probability Problem
Independent vs Coupled Risks
Each Breakthrough Is Uncertain

taxonomy_id: BREAK


domain: quantum-computing

query: List all CRIT concepts in this knowledge graph

ground_truth:
Critical Thinking Skills
Hype Detection Checklist
Red Flags in Tech Claims
How to Read a Press Release
Science Journalism Problems
Base Rate Reasoning
Extraordinary Claims Rule
Technology Due Diligence
Risk Assessment Framework
Bayesian Reasoning Basics
Applying Skepticism Broadly
Fusion Hype Comparison
AGI Hype Comparison
Autonomous Vehicle Comparison

taxonomy_id: CRIT


domain: quantum-computing

query: List all APPLY concepts in this knowledge graph

ground_truth:
Writing an Executive Brief
Conducting Red Team Analysis
Building a Claims Tracker
Evaluating a Pitch Deck
Writing a Critical Review
Portfolio Allocation Analysis
National QC Strategy Critique
Board-Level QC Questions
Skeptical Inquiry Method
Making Better Tech Bets

taxonomy_id: APPLY


domain: quantum-computing

query: How does Quantum Gravimeters relate to Quantum Sensing?

ground_truth:
Quantum Gravimeters
Quantum Sensing


domain: quantum-computing

query: How does Risk Assessment Framework relate to Expected Value Framework?

ground_truth:
Risk Assessment Framework
Expected Value Framework


domain: quantum-computing

query: How does Conducting Red Team Analysis relate to Each Breakthrough Is Uncertain?

ground_truth:
Conducting Red Team Analysis
Each Breakthrough Is Uncertain


domain: quantum-computing

query: How does Portfolio Allocation Analysis relate to Each Breakthrough Is Uncertain?

ground_truth:
Portfolio Allocation Analysis
Each Breakthrough Is Uncertain


domain: quantum-computing

query: How does Writing a Critical Review relate to Risk Assessment Framework?

ground_truth:
Writing a Critical Review
Risk Assessment Framework


domain: quantum-computing

query: How does Science Journalism Problems relate to Media Amplification Effect?

ground_truth:
Science Journalism Problems
Media Amplification Effect


domain: quantum-computing

query: How does Redefining Success relate to Unfalsifiable Timelines?

ground_truth:
Redefining Success
Unfalsifiable Timelines
Moving Goalposts Pattern


domain: quantum-computing

query: How does AI/ML as Emerging GPT relate to Must Be Broadly Applicable?

ground_truth:
AI/ML as Emerging GPT
Must Be Broadly Applicable


domain: quantum-computing

query: How does Hype Reinforcement Loop relate to Reinforcing Feedback Loop?

ground_truth:
Hype Reinforcement Loop
Reinforcing Feedback Loop


domain: quantum-computing

query: How does Trapped Ion Approach relate to Connectivity Limitations?

ground_truth:
Trapped Ion Approach
Connectivity Limitations
Qubits Are Extremely Fragile


domain: quantum-computing

query: How does Red Flags in Tech Claims relate to Redefining Success?

ground_truth:
Red Flags in Tech Claims
Redefining Success


domain: quantum-computing

query: How does Technology Bubble Dynamics relate to Base Rate of Tech Failure?

ground_truth:
Technology Bubble Dynamics
Base Rate of Tech Failure


domain: quantum-computing

query: How does Cryogenics Must Scale relate to The 10 Required Breakthroughs?

ground_truth:
Cryogenics Must Scale
The 10 Required Breakthroughs


domain: quantum-computing

query: How does Trough of Disillusionment relate to Peak of Inflated Expectations?

ground_truth:
Trough of Disillusionment
Peak of Inflated Expectations


domain: quantum-computing

query: How does Red Flags in Tech Claims relate to Critical Thinking Skills?

ground_truth:
Red Flags in Tech Claims
Critical Thinking Skills


domain: quantum-computing

query: How does D-Wave Sale to Lockheed 2011 relate to D-Wave "Commercial" QC 2007?

ground_truth:
D-Wave Sale to Lockheed 2011
D-Wave "Commercial" QC 2007


domain: quantum-computing

query: How does TRL Scale Explained relate to Technology Readiness Levels?

ground_truth:
TRL Scale Explained
Technology Readiness Levels


domain: quantum-computing

query: How does Transferable Skills Debate relate to PhD Career Risk in QC?

ground_truth:
Transferable Skills Debate
PhD Career Risk in QC


domain: quantum-computing

query: How does Gartner Hype Cycle relate to Technology Adoption Curves?

ground_truth:
Gartner Hype Cycle
Technology Adoption Curves


domain: quantum-computing

query: How does How to Read a Press Release relate to Red Flags in Tech Claims?

ground_truth:
How to Read a Press Release
Red Flags in Tech Claims


domain: quantum-computing

query: How does Bias in Tech Forecasting relate to Cognitive Bias Overview?

ground_truth:
Bias in Tech Forecasting
Cognitive Bias Overview


domain: quantum-computing

query: How does Dot-Com Bubble Parallel relate to Technology Bubble Dynamics?

ground_truth:
Dot-Com Bubble Parallel
Technology Bubble Dynamics


domain: quantum-computing

query: How does Groupthink relate to Cognitive Bias Overview?

ground_truth:
Groupthink
Cognitive Bias Overview


domain: quantum-computing

query: How does Applying Skepticism Broadly relate to Red Flags in Tech Claims?

ground_truth:
Applying Skepticism Broadly
Red Flags in Tech Claims


domain: quantum-computing

query: How does When to Cut Losses relate to Sunk Cost Trap?

ground_truth:
When to Cut Losses
Sunk Cost Trap


domain: quantum-computing

query: How does Risk-Adjusted QS Returns relate to Risk-Adjusted Returns?

ground_truth:
Risk-Adjusted QS Returns
Risk-Adjusted Returns


domain: quantum-computing

query: How does IBM Cloud Access 2016 relate to First Lab Demos 1998-2001?

ground_truth:
IBM Cloud Access 2016
First Lab Demos 1998-2001


domain: quantum-computing

query: How does Unfalsifiable Timelines relate to Moving Goalposts Pattern?

ground_truth:
Unfalsifiable Timelines
Moving Goalposts Pattern
3-5 Years Away Pattern


domain: quantum-computing

query: How does How Biases Compound relate to Optimism Bias?

ground_truth:
How Biases Compound
Optimism Bias


domain: quantum-computing

query: How does QC Cannot Replace Classical relate to QC vs Classical Computing?

ground_truth:
QC Cannot Replace Classical
QC vs Classical Computing


domain: quantum-computing

query: How does Base Rate Reasoning relate to Critical Thinking Skills?

ground_truth:
Base Rate Reasoning
Critical Thinking Skills


domain: quantum-computing

query: How does National QC Strategy Critique relate to Portfolio Allocation Analysis?

ground_truth:
National QC Strategy Critique
Portfolio Allocation Analysis
Each Breakthrough Is Uncertain


domain: quantum-computing

query: How does IBM Roadmap Revisions relate to IBM 1121-Qubit Chip 2023?

ground_truth:
IBM Roadmap Revisions
IBM 1121-Qubit Chip 2023
IBM 127-Qubit Chip 2021


domain: quantum-computing

query: How does Coherence Must Improve 100x relate to The 10 Required Breakthroughs?

ground_truth:
Coherence Must Improve 100x
The 10 Required Breakthroughs


domain: quantum-computing

query: How does Transistor Investment Payoff relate to Successful Physics Bets?

ground_truth:
Transistor Investment Payoff
Successful Physics Bets


domain: quantum-computing

query: How does QC Stuck at TRL 2-3 relate to TRL Scale Explained?

ground_truth:
QC Stuck at TRL 2-3
TRL Scale Explained


domain: quantum-computing

query: How does Motivated Reasoning relate to Cognitive Bias Overview?

ground_truth:
Motivated Reasoning
Cognitive Bias Overview


domain: quantum-computing

query: How does Sensing Needs Few Qubits relate to Million Qubit Requirement?

ground_truth:
Sensing Needs Few Qubits
Million Qubit Requirement