* . *
  • About
  • Advertise
  • Privacy & Policy
  • Contact
Tuesday, October 7, 2025
Earth-News
  • Home
  • Business
  • Entertainment
    Row K Entertainment Emerges as Major New Hollywood Buyer With Splashy TIFF Shopping Spree – TheWrap

    Row K Entertainment Emerges as Major New Hollywood Buyer With Splashy TIFF Shopping Spree – TheWrap

    Charlie Hunnam Reflects on Playing a Serial Killer in Monster: The Ed Gein Story – Yahoo

    Charlie Hunnam Reveals the Dark Challenges of Playing a Serial Killer in Monster: The Ed Gein Story

    “Reba” cast, then and now: See the stars 24 years later (and who’s reunited for another show) – Yahoo

    “Reba” cast, then and now: See the stars 24 years later (and who’s reunited for another show) – Yahoo

    Why Taylor Swift Name-Dropped Elizabeth Taylor in Her New Album – Yahoo

    Here’s Why Taylor Swift Dropped Elizabeth Taylor’s Name in Her New Album

    Al Roker Gives Olivia Dean an Unexpected ‘New Job’ on the ‘Today’ Show – Yahoo

    Al Roker Shocks Olivia Dean with an Exciting New Role on the ‘Today’ Show

    Books about the arts and some haunts for a Denton October – Denton Record-Chronicle

    Uncover Artistic Treasures and Spooky Adventures to Experience in Denton This October

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    ARM Institute opens technology project call to speed submarine manufacturing – The Robot Report

    ARM Institute Unveils Cutting-Edge Technology Project to Revolutionize Submarine Manufacturing

    Forget Cowbells. Cows Wear High-Tech Collars Now. – The New York Times

    Ditch the Cowbells: Discover the High-Tech Collars Transforming Cattle Care

    What the Recent Price Surge Means for Figure Technology Solutions After SEC Settlement – Yahoo Finance

    What the Recent Price Surge Reveals About Figure Technology Solutions Following SEC Settlement

    MAC Brings iPad Technology to Football Sidelines Across All 13 Member Schools – Sports Video Group

    MAC Brings iPad Technology to Football Sidelines Across All 13 Member Schools – Sports Video Group

    Technology Is Becoming More Important Than Humans In CX – No Jitter

    Technology Is Becoming More Important Than Humans In CX – No Jitter

    A Tech Expo Shows What China Can Make, but Not Who’ll Buy It All – The New York Times

    Inside China’s Tech Expo: Cutting-Edge Innovations Face Uncertain Demand

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
  • Home
  • Business
  • Entertainment
    Row K Entertainment Emerges as Major New Hollywood Buyer With Splashy TIFF Shopping Spree – TheWrap

    Row K Entertainment Emerges as Major New Hollywood Buyer With Splashy TIFF Shopping Spree – TheWrap

    Charlie Hunnam Reflects on Playing a Serial Killer in Monster: The Ed Gein Story – Yahoo

    Charlie Hunnam Reveals the Dark Challenges of Playing a Serial Killer in Monster: The Ed Gein Story

    “Reba” cast, then and now: See the stars 24 years later (and who’s reunited for another show) – Yahoo

    “Reba” cast, then and now: See the stars 24 years later (and who’s reunited for another show) – Yahoo

    Why Taylor Swift Name-Dropped Elizabeth Taylor in Her New Album – Yahoo

    Here’s Why Taylor Swift Dropped Elizabeth Taylor’s Name in Her New Album

    Al Roker Gives Olivia Dean an Unexpected ‘New Job’ on the ‘Today’ Show – Yahoo

    Al Roker Shocks Olivia Dean with an Exciting New Role on the ‘Today’ Show

    Books about the arts and some haunts for a Denton October – Denton Record-Chronicle

    Uncover Artistic Treasures and Spooky Adventures to Experience in Denton This October

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    ARM Institute opens technology project call to speed submarine manufacturing – The Robot Report

    ARM Institute Unveils Cutting-Edge Technology Project to Revolutionize Submarine Manufacturing

    Forget Cowbells. Cows Wear High-Tech Collars Now. – The New York Times

    Ditch the Cowbells: Discover the High-Tech Collars Transforming Cattle Care

    What the Recent Price Surge Means for Figure Technology Solutions After SEC Settlement – Yahoo Finance

    What the Recent Price Surge Reveals About Figure Technology Solutions Following SEC Settlement

    MAC Brings iPad Technology to Football Sidelines Across All 13 Member Schools – Sports Video Group

    MAC Brings iPad Technology to Football Sidelines Across All 13 Member Schools – Sports Video Group

    Technology Is Becoming More Important Than Humans In CX – No Jitter

    Technology Is Becoming More Important Than Humans In CX – No Jitter

    A Tech Expo Shows What China Can Make, but Not Who’ll Buy It All – The New York Times

    Inside China’s Tech Expo: Cutting-Edge Innovations Face Uncertain Demand

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
Earth-News
No Result
View All Result
Home Technology

How to police the AI data feed

October 22, 2023
in Technology
How to police the AI data feed
Share on FacebookShare on Twitter

October 21, 2023 11:40 AM

A brightly lit space meant to look like a holodeck

Image Credit: Created with Midjourney

VentureBeat presents: AI Unleashed – An exclusive executive event for enterprise data leaders. Network and learn with industry peers. Learn More

Over the last year, AI has taken the world by storm, and some have been left wondering: Is AI moments away from enslaving the human population, the latest tech fad, or something far more nuanced?

It’s complicated. On one hand, ChatGPT was able to pass the bar exam — which is both impressive and maybe a bit ominous for lawyers. Still, some cracks in the software’s capabilities are already coming to light, such as when a lawyer used ChatGPT in court and the bot fabricated elements of their arguments.   

AI will undoubtedly continue to advance in its capabilities, but there are still big questions. How do we know we can trust AI? How do we know that its output is not only correct, but free of bias and censorship? Where does the data that the AI model is being trained on come from, and how can we be assured it wasn’t manipulated?

Tampering creates high-risk scenarios for any AI model, but especially those that will soon be used for safety, transportation, defense and other areas where human lives are at stake.

Event

AI Unleashed

An exclusive invite-only evening of insights and networking, designed for senior enterprise executives overseeing data stacks and strategies.

Learn More

AI verification: Necessary regulation for safe AI

While national agencies across the globe acknowledge that AI will become an integral part of our processes and systems, that doesn’t mean adoption should happen without careful focus. 

The two most important questions that we need to answer are:

Is a particular system using an AI model?

If an AI model is being used, what functions can it command/affect? 

If we know that a model has been trained to its designed purpose, and we know exactly where it is being deployed (and what it can do), then we have eliminated a significant number of risks in AI being misused.  

There are many different methods to verify AI, including hardware inspection, system inspection, sustained verification and Van Eck radiation analysis.

Hardware inspections are physical examinations of computing elements that serve to identify the presence of chips used for AI. System inspection mechanisms, by contrast, use software to analyze a model, determine what it’s able to control and flag any functions that should be off-limits.

The mechanism works by identifying and separating out a system’s quarantine zones — parts that are purposefully obfuscated to protect IP and secrets. The software instead inspects the surrounding transparent components to detect and flag any AI processing used in the system without the need to reveal any sensitive information or IP.

Deeper verification methods

Sustained verification mechanisms occur after the initial inspection, ensuring that once a model is deployed, it isn’t changed or tampered with. Some anti-tamper techniques such as cryptographic hashing and code obfuscation are completed within the model itself.

Cryptographic hashing allows an inspector to detect whether the base state of a system is changed, without revealing the underlying data or code. Code obfuscation methods, still in early development, scramble the system code at the machine level so that it can’t be deciphered by outside forces. 

Van Eck radiation analysis looks at the pattern of radiation emitted while a system is running. Because complex systems run a number of parallel processes, radiation is often garbled, making it difficult to pull out specific code. The Van Eck technique, however, can detect major changes (such as new AI) without deciphering any sensitive information the system’s deployers wish to keep private.

Training data: Avoiding GIGO (garbage in, garbage out)

Most importantly, the data being fed into an AI model needs to be verified at the source. For example, why would an opposing military attempt to destroy your fleet of fighter jets when they can instead manipulate the training data used to train your jets’ signal processing AI model? Every AI model is trained on data — it informs how the model should interpret, analyze and take action on a new input that it is given. While there is a massive amount of technical detail to the process of training, it boils down to helping AI “understand” something the way a human would.  The process is similar, and the pitfalls are, as well.  

Ideally, we want our training dataset to represent the real data that will be fed to the AI model after it is trained and deployed.  For instance, we could create a dataset of past employees with high performance scores and use those features to train an AI model that can predict the quality of a potential employee candidate by reviewing their resume. 

In fact, Amazon did just that. The result? Objectively, the model was a massive success in doing what it was trained to do. The bad news? The data had taught the model to be sexist. The majority of high-performing employees in the dataset were male, which could lead you to two conclusions: That men perform better than women; or simply that more men were hired and it skewed the data. The AI model does not have the intelligence to consider the latter, and therefore had to assume the former, giving higher weight to the gender of a candidate.  

Verifiability and transparency are key to creating safe, accurate, ethical AI. The end-user deserves to know that the AI model was trained on the right data. Utilizing zero-knowledge cryptography to prove that data hasn’t been manipulated provides assurance that AI is being trained on accurate, tamperproof datasets from the start.

Looking ahead

Business leaders must understand, at least at a high level, what verification methods exist and how effective they are at detecting the use of AI, changes in a model and biases in the original training data. Identifying solutions is the first step. The platforms building these tools provide a critical shield for any disgruntled employee, industrial/military spy or simple human errors that can cause dangerous problems with powerful AI models. 

While verification won’t solve every problem for an AI-based system, it can go a long way in ensuring that the AI model will work as intended, and that its ability to evolve unexpectedly or to be tampered with will be detected immediately. AI is becoming increasingly integrated in our daily lives, and it’s critical that we ensure we can trust it.

Scott Dykstra is cofounder and CTO for Space and Time, as well as a strategic advisor to a number of database and Web3 technology startups.

DataDecisionMakers

Welcome to the VentureBeat community!

DataDecisionMakers is where experts, including the technical people doing data work, can share data-related insights and innovation.

If you want to read about cutting-edge ideas and up-to-date information, best practices, and the future of data and data tech, join us at DataDecisionMakers.

You might even consider contributing an article of your own!

Read More From DataDecisionMakers

>>> Read full article>>>
Copyright for syndicated content belongs to the linked Source : VentureBeat – https://venturebeat.com/ai/how-to-police-the-ai-data-feed/

Tags: Policetechnology
Previous Post

Researchers unveil ‘3D-GPT’, an AI that can generate 3D worlds from simple text commands

Next Post

I Went to Vermont Armed With a Dark Mission. It Involved Orange Leaves and Christian Girls.

Ecology blazing the trail for more clean energy projects – Washington State Department of Ecology (.gov)

Ecology Leading the Charge for a Greener Energy Future

October 7, 2025
Penn State Brandywine Earth sciences professor earns two national awards – Penn State University

Penn State Brandywine Earth sciences professor earns two national awards – Penn State University

October 7, 2025
UNESCO and CODATA launch resources on open science for crisis response – unesco.org

UNESCO and CODATA Launch Innovative Open Science Tools to Enhance Crisis Response

October 7, 2025
New Engen Report Identifies Key Trends and Winning Strategies for Active Lifestyle Brands in 2025 and Beyond – Fitt Insider

New Engen Report Identifies Key Trends and Winning Strategies for Active Lifestyle Brands in 2025 and Beyond – Fitt Insider

October 7, 2025
ARM Institute opens technology project call to speed submarine manufacturing – The Robot Report

ARM Institute Unveils Cutting-Edge Technology Project to Revolutionize Submarine Manufacturing

October 7, 2025
Seahawks’ defensive depth being challenged as injuries stack up – FOX Sports

Seahawks’ defensive depth being challenged as injuries stack up – FOX Sports

October 7, 2025
World Mental Health Day Festival and gala set for this week in NYC – MSNBC News

World Mental Health Day Festival and gala set for this week in NYC – MSNBC News

October 6, 2025
Green economy means jobs for NJ, report says – NJ Spotlight News

Green economy means jobs for NJ, report says – NJ Spotlight News

October 6, 2025
Row K Entertainment Emerges as Major New Hollywood Buyer With Splashy TIFF Shopping Spree – TheWrap

Row K Entertainment Emerges as Major New Hollywood Buyer With Splashy TIFF Shopping Spree – TheWrap

October 6, 2025
Republicans are holding Americans’ health care hostage — and lying about it – MSNBC News

How Republicans Are Holding Americans’ Health Care Hostage – and Deceiving the Public

October 6, 2025

Categories

Archives

October 2025
M T W T F S S
 12345
6789101112
13141516171819
20212223242526
2728293031  
« Sep    
Earth-News.info

The Earth News is an independent English-language daily published Website from all around the World News

Browse by Category

  • Business (20,132)
  • Ecology (855)
  • Economy (875)
  • Entertainment (21,749)
  • General (17,452)
  • Health (9,917)
  • Lifestyle (888)
  • News (22,149)
  • People (877)
  • Politics (886)
  • Science (16,086)
  • Sports (21,376)
  • Technology (15,856)
  • World (858)

Recent News

Ecology blazing the trail for more clean energy projects – Washington State Department of Ecology (.gov)

Ecology Leading the Charge for a Greener Energy Future

October 7, 2025
Penn State Brandywine Earth sciences professor earns two national awards – Penn State University

Penn State Brandywine Earth sciences professor earns two national awards – Penn State University

October 7, 2025
  • About
  • Advertise
  • Privacy & Policy
  • Contact

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

Go to mobile version