Building Best AI-Human Machine Systems & Networks Performance: Leading the World in Bui. . .

Source: https://www.linkedin.com/feed/update/urn%3Ali%3AugcPost%3A7111708422600871936

Building Best AI-Human Machine Systems & Networks Performance: Leading the World in Building #SelfAdaptive #Complex #Systems for 30-Years: https://lnkd.in/gmK2d5Pd : High-speed AI Drone Overtakes World-Champion #Drone #Racers#Human #pilots still adapt better to #changing #conditionshttps://lnkd.in/ghNDmNGs : Knowing-Building-Monetizing™ (KBM™: BRINT.com Global Digital CEO-CTO Network Ventures) AI Technologies and Capabilities is as important as knowing the limits and limitations of their respective #performance (R&D ranked for impact among AI-Quant-Finance Nobel Laureates: https://lnkd.in/ecvGyKvB : 123+ Top-10 SSRN R&D Rankings: Top 1% SSRN Author: https://lnkd.in/et2wpKe). The same applies to #Organizational and #Human #Learning#Doing and #SenseMaking #Capabilities as well such as #CommonSense#Foresight #Imagination#Intuition#Insight#Intelligencehttps://lnkd.in/et2wpKe.

In contrast to #AI and #Humans as an “Either-Or” Proposition, we are pioneers of #ArtificialIntelligence AND #Human #Machine #Systems & #Networks R&D, #Practices#Technologies#Networks, and #Ventures for clearly distinguishing #Static vs #Dynamic #Environment where #AI #Systems and #Networks perform better in #Autonomous modes and where #SmartMinds Using #SmartTools Smartly determine Success of #Human #Machine #Systems & #Networks:

University of Zurich: Challenge Accepted: High-speed AI Drone Overtakes World-Champion Drone Racers: https://lnkd.in/ghNDmNGs : In a milestone for artificial intelligence (AI), the AI system “Swift”, designed by UZH researchers, has beaten the world champions in drone racing – a result that seemed unattainable just a few years ago. The AI-piloted drone was trained in a simulated environment. Real-world applications include environmental monitoring or disaster response.

“The AI system, called Swift, won multiple races against three world-class champions in first-person view (FPV) drone racing, where pilots fly quadcopters at speeds exceeding 100 km/h, controlling them remotely..”

“Overall, Swift achieved the fastest lap, with a half-second lead over the best lap by a human pilot. On the other hand, human pilots proved more adaptable than the autonomous drone, which failed when the conditions were different from what it was trained for…”

#ReinforcementLearning by interacting with the physical world

Beyond #BoardGames & #VideoGames to the #RealWorld: “Physical sports are more challenging for AI because they are #less #predictable than board or video games. We don’t have a #perfect #knowledge of the #drone and #environment #models, so the AI needs to learn them by interacting with the physical world.”

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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.