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AIMLExchange.com: We Create the Digital Future™: BRINT.com: From Future of Finance™ to Future of Defense™: C4I-Cyber.com: Because the Future of the World Depends Upon It™: MIT-Princeton-Silicon Valley-Wall Street-Pentagon-Global Digital CEO-CIO-CTO-CFO-CRO-CxO Practices Pioneer: Post-Doc AI-Quant-Cyber-Crypto-Quantum-Risk-Computing-Networks-Engineering Experts: R&D Impact Among AI-Quant-Finance Nobel Laureates: Artificial Intelligence-Machine Learning-Deep Learning-Natural Language Processing-Robotic Process Automation-Quantitative-Cybersecurity-Cryptography-Quantum-Blockchain-Cloud-FinTech-Risk-Computing-Network-Engineering-Faculty-Industry Experts-Subject Matter Experts: AI-ML-DL-NLP-RPA-Quant-Cyber-Crypto-Quantum-Blockchain-Cloud-FinTech-Risk-Computing-Telecom-Network-Engineering SME: BRINT™: BRINT.com: From Future of Finance™ to Future of Defense™. : BRINT.com: We Lead and Advise Global CEO-CxO Teams Saving Global CEO-CxO Teams 90% Time & Cost Building Agile and Resilient Enterprises, Systems, Technologies. We Enable Global Digital CEO-CxO Teams by 'accelerating business technology performance' and 'engineering risk resilience' in Knowing-Building-Monetizing™ Hi-Tech Digital Practices, Strategies, Technologies, Architectures, Teams, Networks, and Ventures. Our current Hi-Tech focus spans Artificial Intelligence (AI), Machine Learning (ML), Deep Learning (DL), Natural Language Processing (NLP), Robotic Process Automation (RPA), Data Science & Advanced Analytics, FinTech-Crypto, Computational Quantitative Finance & Trading, Blockchain and Cloud Computing, Cybersecurity & Cryptography, Penetration Testing & Ethical Hacking, Model Risk Management & Model Risk Arbitrage, Quantum Computing & Quantum Cryptography, Quantum Uncertainty & Time Space Complexity among other technology themes. 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Global Business & IT Editorial Reviews as Industry Benchmark: Wall Street Journal, New York Times, Fortune, Fast Company, Forbes, Business Week, CIO, CIO Insight, Computerworld, Information Week, etc. 'The new business model of the Information Age, however, is marked by fundamental, not incremental, change. Businesses can't plan long-term; instead, they must shift to a more flexible anticipation-of-surprise model.' – CIO Magazine Interview, Dr. Yogesh Malhotra. 'Obsolete what you know before others obsolete it and profit by creating the challenges and opportunities others haven't even thought about…' – Inc. Magazine Interview, Dr. Yogesh Malhotra. 'Yogesh Malhotra says his vision is to fill the gaps between business and technology, data and knowledge, and, theory and practice…' – Fortune Magazine Interview, Dr. Yogesh Malhotra. R&D Building, Leading & Growing Global Digital Practices, Technologies, Teams, and, Ventures For 3-Decades: Silicon Valley-Wall Street-Pentagon-Global Boards-CEOs-NYS-USAF-USSF-MIT-Princeton-AWS Partner-AI-Cyber-Crypto-Quantum-Networks-Risk Engineering SME: MIT Computer Science & AI Lab Faculty-SME CEOs-CTOs-CIOs AI-ML Executive Guide: AI-ML-DL-NLP-Robots: R&D Impact Among AI-Quant Finance Nobel Laureates: Princeton-CFA-PRMIA-Financial Markets-Exchanges-Hedge Funds Risk Engineering, AI-Cyber-Crypto-Quant Finance-Trading Wall Street Quant-Chief Scientist. C4I-Cyber™: C4I-Cyber.com: Because the Future of the World Depends Upon It™: Controlling Global 'Invisible Risk' Contagions Cascading Across 'Global Networks'. C4I-Cyber™ Global Command & Control Network™ Leading Global CxO Digital Transformation & Risk Management Practices for 30-Years. 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Beyond AI: #GenerativeAI #LLM #GPT #RAG #CRAG: Much Ado About Nothing? re: Corrective . . .

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Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A7160652769454944257

Beyond AI: #GenerativeAI #LLM #GPT #RAG #CRAG: Much Ado About Nothing?
re: “Corrective Retrieval Augmented Generation: https://lnkd.in/eh4bvpT4” “Since retrieval from #static and #limited corpora can only return sub- optimal documents, large-scale web searches are utilized as an extension for augmenting the retrieval results.”:

#Corrective#RAG

‘Corrective’ w.r.t. “What?” – #Time #Space #Complexity and #Quantum #Uncertainty (#Dynamic #Uncertainty + #Adversarial #Uncertainty): https://lnkd.in/gJQwgkra ?

Still #Data is all about the #Past and #Decisions and #Performance are all about the #Future: https://lnkd.in/ew3YRdiT – and ALL #retrievals of ALL archives subject to #dynamic and #adversarial #uncertainties: https://lnkd.in/e5-asuY :

Hence, despite all the technical ‘advancements’ such as CRAG, aren’t we right back to the more fundamental challenges where we started 25-years ago as discussed in my CIO Online Magazine interview on key fundamental challenges in delivering the ‘right information’ to the ‘right person’ at the ‘right time’!:
ModelRiskArbitrage.com : https://lnkd.in/epx6zV3 : https://lnkd.in/ec99Zkd .

“In his latest book, Knowledge Management and Virtual Organisations, KM luminary, Dr. Yogesh Malhotra, offers some cautionary advice. He exposes three #myths often associated with #KM #solutions.”
– Microsoft : https://lnkd.in/ecvGyKvB :

“Obsolete what you know before others obsolete it and profit by creating the challenges and opportunities others haven’t even thought about…”
– Inc. Magazine Technology #Interview: Dr. Yogesh Malhotra

We Create the Digital Future™! Let’s Show You How!

—
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™
—
Global #Digital #CEO-#CTO-#CFO-#CIO-#CRO-#CDO-#CLO-#CKO-#CxO Networks:
Global AI-Quantum Know-Build-Monetize™ Networks:

https://AIMLExchange.com/
Silicon Valley’s Next Big Thing™: CEO-CTO-CFO Know-Build-Monetize™ Networks: Join The CxO Metaverse™

https://BRINT.com/
AWS-Quantum Valley Building the Future of AI-Quantum Networks: Global Risk Management Network LLC-NY

https://C4I-Cyber.com/
C4I-Cyber Quantum Valley-SiliconValley Digital Pioneer USAF-USSF Ventures Engineering Sustainability

Beyond AI: #GenerativeAI #LLM #GPT #RAG #CRAG: Much Ado About Nothing? | Dr. Yogesh Malhotra
Beyond AI: #GenerativeAI #LLM #GPT #RAG #CRAG: Much Ado About Nothing? | Dr. Yogesh Malhotra
Beyond AI: #GenerativeAI #LLM #GPT #RAG #CRAG: Much Ado About Nothing? re: "Corrective Retrieval Augmented Generation: https://lnkd.in/eh4bvpT4" "Since retrieval from #static and #limited corpora can only return sub- optimal documents, large-scale web searches are utilized as an extension for augmenting the retrieval results.": #Corrective#RAG 'Corrective' w.r.t. "What?" - #Time #Space #Complexity and #Quantum #Uncertainty (#Dynamic #Uncertainty + #Adversarial #Uncertainty): https://lnkd.in/gJQwgkra ? Still #Data is all about the #Past and #Decisions and #Performance are all about the #Future: https://lnkd.in/ew3YRdiT - and ALL #retrievals of ALL archives subject to #dynamic and #adversarial #uncertainties: https://lnkd.in/e5-asuY : Hence, despite all the technical 'advancements' such as CRAG, aren't we right back to the more fundamental challenges where we started 25-years ago as discussed in my CIO Online Magazine interview on key fundamental challenges in delivering the 'right information' to the 'right person' at the 'right time'!: ModelRiskArbitrage.com : https://lnkd.in/epx6zV3 : https://lnkd.in/ec99Zkd . "In his latest book, Knowledge Management and Virtual Organisations, KM luminary, Dr. Yogesh Malhotra, offers some cautionary advice. He exposes three #myths often associated with #KM #solutions." - Microsoft : https://lnkd.in/ecvGyKvB : “Obsolete what you know before others obsolete it and profit by creating the challenges and opportunities others haven't even thought about...” - Inc. Magazine Technology #Interview: Dr. Yogesh Malhotra We Create the Digital Future™! Let's Show You How! -- 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™ -- Global #Digital #CEO-#CTO-#CFO-#CIO-#CRO-#CDO-#CLO-#CKO-#CxO Networks: Global AI-Quantum Know-Build-Monetize™ Networks: https://AIMLExchange.com/ Silicon Valley's Next Big Thing™: CEO-CTO-CFO Know-Build-Monetize™ Networks: Join The CxO Metaverse™ https://BRINT.com/ AWS-Quantum Valley Building the Future of AI-Quantum Networks: Global Risk Management Network LLC-NY https://C4I-Cyber.com/ C4I-Cyber Quantum Valley-SiliconValley Digital Pioneer USAF-USSF Ventures Engineering Sustainability
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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.