The Hill: How AI #risks creating a ‘#BlackBox’ at the heart of US #legal #system. . .

Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A7183161887281324032

The Hill: How AI #risks creating a ‘#BlackBox’ at the heart of US #legal #system: While #ArtificialIntelligence #AI #tools are being used to inform criminal investigations, there is often no way for defendants to challenge their digital accuser or even know what role it played in the case. https://lnkd.in/eTv6SRAY

How 30-Year Behind #AI-#ML-#DL-#DataScience Can Catch Up with Today’s #C4I-#Cyber-#Crypto-#Quantum #Risks: https://lnkd.in/eaGWU_zM :

Trade secrets #laws are blocking public scrutiny of how these tools work, creating a “black box” in the #criminal #justice #system, with no #guardrails for how AI can be used.

Beyond #AI #Product #Standards to #AI #Use #Standards:
R&D Leading Global Organizations such as NASA: https://lnkd.in/epx6zV3 :
“The big picture point is that just like there need to be standards for the product, there needs to be standards on how and when they’re used.”

National Institute of Standards and Technology (NIST) (2019): When the machine goes out into the field, it may see a population that looks different from its training set.

WHY?:

Our 30-Year R&D Leading #NIST #RiskManagement: https://lnkd.in/eiaWasQf

#GenerativeAdversarialNetworks #GAN’s Underlying #Generative #AI: : https://lnkd.in/e6aAW4jz :

Generative AI: 30-Years Behind the Curve: https://lnkd.in/gWCiVJ7b :
25-Years Behind Risk Management! https://lnkd.in/gG3EtHSP

#Trust but Can’t #Verify

Unlike other #forensic #technologies #law #enforcement uses, AI is responsive to its #environment and sensitive to its #users, i.e., it can produce #different #outcomes throughout its life cycle.

Beyond AI-ML to Real KNOWING to OUTCOMES https://lnkd.in/eQiBMsmF

Currently, public officials are essentially taking private firms at their word that their technologies are as robust or nuanced as advertised, despite expanding research exposing the potential pitfalls of this approach.

Advancing Beyond Limitations of ChatGPT, LLMs, GenAI: https://lnkd.in/gYCJv_tD

[Often] neither the #defense, the #prosecution nor the #judge often know that AI have been used to guide an #investigation, and they never get the chance to interrogate its #findings.

Creators of the #forensic #machine #learning #models have defended the opaqueness of their products by arguing that disclosure will effectively require revealing trade secrets to competitors.

Companies have been largely supportive of #government #regulation of its use in #criminal #justice settings.: Matt Wood, VP of Product at Amazon Web Services (AWS) says it’s a “very reasonable idea for the government to weigh in and specify what temperature (or confidence levels) it wants law enforcement agencies to meet.”

AWS-Quantum Valley Building the Future of AI-Quantum Networks: Global Risk Management Network LLC-NY
Silicon Valley’s Next Big Thing™: CEO-CTO-CFO Know-Build-Monetize™ Networks: Join The CxO Metaverse™
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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.