30-Years World Leader in AI-Risk and Performance Outcomes Advancing Outcomes-Driven-AI . . .

Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A7296985412143640577

30-Years World Leader in AI-Risk and Performance Outcomes Advancing Outcomes-Driven-AI for Uncertainty & Complexity Management:
Beyond #Backward #Static #AI #Data-Driven #Compute #Energy
#WallStreet #Bubbles: https://lnkd.in/e2FCu8GH

#Trust #Outcomes, Not #Inputs:

BEYOND Human-AI-#ReinforcementLearning #Models: https://lnkd.in/ewVGQXMR

Google AI #Podcasts: We Build #QuantumMinds for #Quantum #Uncertainty https://lnkd.in/eiuQZ__C

#OpenSystems #OutcomesDrivenAI vs #ClosedSystems #InputsDrivenAI: https://lnkd.in/eem_4VWU

#Leading #Global #AI-#Business #Performance Since 1993: https://lnkd.in/etvqEnPu

Beyond #AI #Risk to #Uncertainty https://lnkd.in/e2SB5ikD

#OutcomesDrivenCoding aka #VibeCoding: https://lnkd.in/gbyBRYs7

Advancing #GenAI beyond #TestTaking
https://lnkd.in/efuzsytC)

#DeepSeek: #Outcomes Challenge #Inputs Heavy #Financial #Bubbles
https://lnkd.in/e2rrijc2

#China, #NewSiliconValley?: #SiliconValley – Lost in #WallStreet #Bubbles:
https://lnkd.in/eDgurzkc

#CommonSense Upends #WallStreetBubbleMakingMachine:
https://lnkd.in/e4r-KvTB

#BeyondMath #Science-#Models-#Causation-#Correlation-#Commonsense:
https://lnkd.in/eu_DqVhn

Beyond #STATIC GenAI-LLMs-RAG to #DYNAMIC #Quantum-#GenAI:
https://lnkd.in/enfrEaED

#AIAgents Beyond #Delusion of AGENCY https://lnkd.in/eBG_fBN4

Building #Responsible #Ethical Successful #AI-#Models:
https://lnkd.in/eeBfmf-E

Enabling #Human-#Centered #AI-#GenAI: https://lnkd.in/e9sCGZTp

Enabling #Humans Discern #Reality in World of #DeepFakes: https://lnkd.in/eFUxcB-J

#DeepSeek:
Why #ReinforcementLearning #RL Fails: Advance Beyond RL: https://lnkd.in/e7Z2KY9v
#CommonSense: #LessEnergyConsumptionIsBetter: https://lnkd.in/ev28k492
Advance Beyond #ReinforcementLearning #Failures:https://lnkd.in/ejtqjtg2

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

Princeton University Princeton Bendheim Center for Finance #CFA-#PRMIA-$Trillion #WallStreet #HedgeFunds 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

30-Years World Leader in AI-Risk and Performance Outcomes Advancing Outcomes-Driven-AI for Uncertainty & Complexity Management: Beyond #Backward #Static #AI #Data-Driven #Compute #Energy #WallStreet #Bubbles: https://lnkd.in/e2FCu8GH #Trust #Outcomes, Not #Inputs: BEYOND Human-AI-#ReinforcementLearning #Models: https://lnkd.in/ewVGQXMR Google AI #Podcasts: We Build #QuantumMinds for #Quantum #Uncertainty https://lnkd.in/eiuQZ__C #OpenSystems #OutcomesDrivenAI vs #ClosedSystems #InputsDrivenAI: https://lnkd.in/eem_4VWU #Leading #Global #AI-#Business #Performance Since 1993: https://lnkd.in/etvqEnPu Beyond #AI #Risk to #Uncertainty https://lnkd.in/e2SB5ikD #OutcomesDrivenCoding aka #VibeCoding: https://lnkd.in/gbyBRYs7 Advancing #GenAI beyond #TestTaking https://lnkd.in/efuzsytC) #DeepSeek: #Outcomes Challenge #Inputs Heavy #Financial #Bubbles https://lnkd.in/e2rrijc2 #China, #NewSiliconValley?: #SiliconValley - Lost in #WallStreet #Bubbles: https://lnkd.in/eDgurzkc #CommonSense Upends #WallStreetBubbleMakingMachine: https://lnkd.in/e4r-KvTB #BeyondMath #Science-#Models-#Causation-#Correlation-#Commonsense: https://lnkd.in/eu_DqVhn Beyond #STATIC GenAI-LLMs-RAG to #DYNAMIC #Quantum-#GenAI: https://lnkd.in/enfrEaED #AIAgents Beyond #Delusion of AGENCY https://lnkd.in/eBG_fBN4 Building #Responsible #Ethical Successful #AI-#Models: https://lnkd.in/eeBfmf-E Enabling #Human-#Centered #AI-#GenAI: https://lnkd.in/e9sCGZTp Enabling #Humans Discern #Reality in World of #DeepFakes: https://lnkd.in/eFUxcB-J #DeepSeek: Why #ReinforcementLearning #RL Fails: Advance Beyond RL: https://lnkd.in/e7Z2KY9v #CommonSense: #LessEnergyConsumptionIsBetter: https://lnkd.in/ev28k492 Advance Beyond #ReinforcementLearning #Failures:https://lnkd.in/ejtqjtg2 MIT Computer Science and Artificial Intelligence Laboratory (CSAIL) #AI #Faculty: AI-#Quantum #Finance: R&D Impact Among #NobelLaureates: #MIT AI-ML-#NLP-#Robotics-#RPA: https://lnkd.in/eknKzm5 Princeton University Princeton Bendheim Center for Finance #CFA-#PRMIA-$Trillion #WallStreet #HedgeFunds 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.