Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A7298723001888329729
How to Advance Beyond hashtag#DeepSeek & Other “hashtag#Backward” RL-GenAI hashtag#Algorithms & LLMs Solving ‘Problems of Past’ to ‘Creating the Digital Future’ With Our R&D: https://lnkd.in/esk8PEp .
AIMLExchange.com: https://lnkd.in/gGMdpZ9D :
#ChatGPT https://lnkd.in/gtb_ZfQy .
#Perplexity https://lnkd.in/gFdeYrSH .
#You https://lnkd.in/gMHHQKsN .
More on #Dynamic #OutcomesDrivenAI https://lnkd.in/gsBxKh4f
When #Static #InputDrivenAI & #DataDrivenAI Models Fail.
Advancing #OutcomesDrivenAI #Systems-#Networks
#Uncertainty-#Complexity #Engineering
Beyond #DataDrivenAI
Since 1993
#PunishedByRewards: When #BestPractices Become #WorstPractices.
Hence #RL #Models Are Suitable for #Static #Deterministic
#Compliance-Driven Contexts:
Fail in #Novel #Dynamic #NonDeterministic Contexts
Where #Error #Detection-#Correction is More Critical than #Compliance:
R&D Impact Among #ArtificialIntelligence-#Quant #Finance Nobel Laureates:
https://lnkd.in/epx6zV3
#Generative #AI-#Reinforcement #Learning #Models:
#AI #RL #Models
Beyond #ClosedSystems #Statics to #OpenSystems #Dynamics:
SSRN: Post AI-Quantum Models: 128 Top-10 R&D Rankings:
https://lnkd.in/ec99Zkd .
How to Build #Agile-#Resilient-#Sustainable
#AI-#RLModels for
#OpenSystems #Dynamics of #Causal #Environments:
https://lnkd.in/ejDCev2R :
1993-2025
Our Journey from World’s Top Digital Site-Search Engine-Social Network
To
World-Leading Post AI-Quantum Know-Build-Monetize™ Networks:
Santa Fe Institute to Pentagon, US Department of Defense, Office of the Secretary of Defense for Policy:
Global Digital, AI, Quantum, Post AI-Quantum Economies Pioneer,
From Beta Version of First Web Browser in 1993,
We Create the Digital Future™. You Can Too! Let’s Show You How!
Global Risk Management Network, LLC
#QuantumValley Know-Build-Monetize™
Post AI-Quantum Networks
How To Future-Proof YOU Beyond AI-GenAI:
Google AI #Podcasts: We Build #QuantumMinds for #Quantum #Uncertainty https://lnkd.in/eiuQZ__C
United States Air Force-Pentagon, US Department of Defense, Office of the Secretary of Defense for Policy MVP:
Know-Build-Monetize™ Networks:
30-Years Advancing You Beyond #Digital #Search-#Learn-#Work:
Why #Search When You Can #Know™
Why #Learn When You Can #Build™
Why #Work When You Can #Monetize™
YM-ABC™: YogeshMalhotra.com
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
