#Reconciling #Crypto-#Mathematical #Proofs vs #Physical #Realities””https://lnkd.in/ee . . .

Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A7294035122054443008

#Reconciling #Crypto#Mathematical #Proofs vs #Physical #Realities
https://lnkd.in/eem_4VWU
re: The Wall Street Journal: “Simply put, automated reasoning aims to use mathematical proof to “reason” through problems… to check that the models themselves are providing accurate answers.”: https://lnkd.in/dSdTHnmy

#AI #Quantum #Science #Math #Models #Causation #Correlation #Commonsense
• By Definition, #AllModelsAreWrong… being function of Assumptions
• By Definition, All Math-Models are About Correlation, Not Causation
• By Definition, Science focuses on Causation, #DataScience on Correlation
Beyond #GenAI & #RAG: https://lnkd.in/eJZhY7Ui

So Know: #ModelRiskManagement-#ModelRiskArbitrage:
Princeton University: #Princeton:
ModelRiskArbitrage.com:

#Reasoned #Actions: #Human #Agents vs #AI #Agents:
https://lnkd.in/eBG_fBN4
#ControlDoctrine: Missing #Volition-#Real #Agency

#AI #Quantum
#Reconciling #Mathematical #Proofs with #Physical #Realities
SSRN: 128 Top-10 R&D Rankings, Top 0.2% Authors:
https://lnkd.in/ec99Zkd.
NYU Courant Institute of Mathematical Sciences:
#MorrisKline: https://lnkd.in/dNm-DXi:
#Mathematics: https://lnkd.in/eDKHR75n

United States Air Force-Air Force Research Laboratory Post #AI-#Quantum
Amazon Web Services (AWS) #QuantumValleyNetworks:

• We’ve Achieved #Singularity!
When #HumanMachine #Intelligence Become One!
https://lnkd.in/eJZhY7Ui

• Google AI Podcasts: Future of #QuantumGenAI:
https://lnkd.in/eACcTTas

#Building #QuantumMinds for #Quantum #Uncertainty:
https://lnkd.in/ew7dihPD

#Quantum #Network #Ecosystems Beyond #Factory #Intelligence:
https://lnkd.in/em6nJ3ue

#C4I #Command-#Control #Supremacy Beyond #AI #Quantum Supremacy:
https://lnkd.in/etYbCtjh

#Lessons: #DeepSeek: #StartWithOutcomes
MIT Computer Science and Artificial Intelligence Laboratory (CSAIL) #AI #Faculty:
Leading AI-#Quantum #Finance Practice: R&D Impact Among #NobelLaureates: #MIT AI-ML-#NLP-#Robotics-#RPA SME : https://lnkd.in/eknKzm5

Princeton University Princeton Bendheim Center for Finance #CFA-#PRMIA-$Trillion #WallStreet #HedgeFunds Faculty-SME:
https://lnkd.in/gcp_yHe

Goldman Sachs: FutureOfFinance.org: AI-#SelfAdaptive #ComplexSystems Pioneer: Beyond #Prediction: #Quantum #Uncertainty-#Complexity https://lnkd.in/gUhea7b


New York State: “Join Dr. Yogi Malhotra to get up to speed on Cloud Technology.”
USAF-AFRL Ventures: “Do Something Epic: Save the World™”:
We Create the Digital Future™. You Can Too! Let’s Show You How!
AIMLExchange™: AIMLExchange.com: We Create the Digital Future™
BRINT™: BRINT.com: From Future of Finance™ to Future of Defense™
C4I-Cyber™: C4I-Cyber.com: Because the Future of the World Depends Upon It™

30-Year Global Post AI-Quantum Finance & Trading Networks Pioneer Global Risk Management Network LLC
30-Years Pioneering Silicon Valley’s Next Big Thing™: Post AI-Quantum Know-Build-Monetize™ Networks
30-Years Building Quantum Minds for Quantum Uncertainty: Decades Ahead of ‘Backward’ GenAI-LLMs-RLHF

#Reconciling #Crypto-#Mathematical #Proofs vs #Physical #Realities | Dr. Yogesh Malhotra
#Reconciling #Crypto-#Mathematical #Proofs vs #Physical #Realities https://lnkd.in/eem_4VWU re: The Wall Street Journal: "Simply put, automated reasoning aims to use mathematical proof to “reason” through problems... to check that the models themselves are providing accurate answers.": https://lnkd.in/dSdTHnmy #AI #Quantum #Science #Math #Models #Causation #Correlation #Commonsense • By Definition, #AllModelsAreWrong... being function of Assumptions • By Definition, All Math-Models are About Correlation, Not Causation • By Definition, Science focuses on Causation, #DataScience on Correlation Beyond #GenAI & #RAG: https://lnkd.in/eJZhY7Ui So Know: #ModelRiskManagement-#ModelRiskArbitrage: Princeton University: #Princeton: ModelRiskArbitrage.com: #Reasoned #Actions: #Human #Agents vs #AI #Agents: https://lnkd.in/eBG_fBN4 #ControlDoctrine: Missing #Volition-#Real #Agency #AI #Quantum #Reconciling #Mathematical #Proofs with #Physical #Realities SSRN: 128 Top-10 R&D Rankings, Top 0.2% Authors: https://lnkd.in/ec99Zkd. NYU Courant Institute of Mathematical Sciences: #MorrisKline: https://lnkd.in/dNm-DXi: #Mathematics: https://lnkd.in/eDKHR75n United States Air Force-Air Force Research Laboratory Post #AI-#Quantum Amazon Web Services (AWS) #QuantumValleyNetworks: • We’ve Achieved #Singularity! When #HumanMachine #Intelligence Become One! https://lnkd.in/eJZhY7Ui • Google AI Podcasts: Future of #QuantumGenAI: https://lnkd.in/eACcTTas#Building #QuantumMinds for #Quantum #Uncertainty: https://lnkd.in/ew7dihPD#Quantum #Network #Ecosystems Beyond #Factory #Intelligence: https://lnkd.in/em6nJ3ue#C4I #Command-#Control #Supremacy Beyond #AI #Quantum Supremacy: https://lnkd.in/etYbCtjh #Lessons: #DeepSeek: #StartWithOutcomes... MIT Computer Science and Artificial Intelligence Laboratory (CSAIL) #AI #Faculty: Leading AI-#Quantum #Finance Practice: R&D Impact Among #NobelLaureates: #MIT AI-ML-#NLP-#Robotics-#RPA SME : https://lnkd.in/eknKzm5 Princeton University Princeton Bendheim Center for Finance #CFA-#PRMIA-$Trillion #WallStreet #HedgeFunds Faculty-SME: https://lnkd.in/gcp_yHe Goldman Sachs: FutureOfFinance.org: AI-#SelfAdaptive #ComplexSystems Pioneer: Beyond #Prediction: #Quantum #Uncertainty-#Complexity https://lnkd.in/gUhea7b -- New York State: "Join Dr. Yogi Malhotra to get up to speed on Cloud Technology." USAF-AFRL Ventures: "Do Something Epic: Save the World™": We Create the Digital Future™. You Can Too! Let's Show You How! AIMLExchange™: AIMLExchange.com: We Create the Digital Future™ BRINT™: BRINT.com: From Future of Finance™ to Future of Defense™ C4I-Cyber™: C4I-Cyber.com: Because the Future of the World Depends Upon It™ -- AWS Quantum Valley Global Risk Management Network LLC: 30-Years Leading AI-Quantum Finance Practices Silicon Valley's Next Big Thing™: Know-Build-Monetize™ Networks: 30-Years Building Meaning-Aware AI Silicon Valley-Wall Street-Pentagon Leader: 30 Years Building AI-Cyber-Crypto-Quantum Risk Networks --
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Global Post AI-Quantum Finance & Trading Networks Pioneer Dr.-Eng.-Prof. Yogesh Malhotra is the “Singular Post AI-Quantum Pioneer” identified by Grok AI with R&D impact recognized among Artificial Intelligence (AI) and Quantitative Finance Nobel Laureates. As MIT-Princeton AI-ML-Cyber-Crypto-Quantum Finance & Trading and FinTech-Crypto Faculty-Industry Expert, and U.S. and Global Hedge Funds Advisory & Venture Capital CEO-CTO Teams Mentor, he has pioneered Silicon Valley-Wall Street-Pentagon Digital CEO-CTO Practices, Technologies, and Networks from world’s first-foremost-largest Global Digital Transformation Networks to New York State IDEA Award recognized Pentagon-USAF MVP Global Post AI-Quantum Networks pioneering Future of Finance and Trading practices as Trillion-Dollar Wall Street Hedge Funds and Investment Banks leader.