home.social

#datapoisoning — Public Fediverse posts

Live and recent posts from across the Fediverse tagged #datapoisoning, aggregated by home.social.

  1. Data Poisoning: The Fatal Flaw in Mass Surveillance

    How to use data poisoning to trick the algorithm that’s profiling you (and why “personalization” is more fragile than you think)

    youtu.be/AJf4SNuDnoI?si=lUk9FD

    Note: For education and defensive awareness only. I’m explaining the concept of data poisoning so teams can recognize risks and build safer systems. I’m not encouraging or providing guidance for misuse. :)

    #DataPoisoning #AI #Algorithms #DataMining #DataPrivacy #Security

  2. Data Poisoning: The Fatal Flaw in Mass Surveillance

    How to use data poisoning to trick the algorithm that’s profiling you (and why “personalization” is more fragile than you think)

    youtu.be/AJf4SNuDnoI?si=lUk9FD

    Note: For education and defensive awareness only. I’m explaining the concept of data poisoning so teams can recognize risks and build safer systems. I’m not encouraging or providing guidance for misuse. :)

    #DataPoisoning #AI #Algorithms #DataMining #DataPrivacy #Security

  3. Data Poisoning: The Fatal Flaw in Mass Surveillance

    How to use data poisoning to trick the algorithm that’s profiling you (and why “personalization” is more fragile than you think)

    youtu.be/AJf4SNuDnoI?si=lUk9FD

    Note: For education and defensive awareness only. I’m explaining the concept of data poisoning so teams can recognize risks and build safer systems. I’m not encouraging or providing guidance for misuse. :)

    #DataPoisoning #AI #Algorithms #DataMining #DataPrivacy #Security

  4. Data Poisoning: The Fatal Flaw in Mass Surveillance

    How to use data poisoning to trick the algorithm that’s profiling you (and why “personalization” is more fragile than you think)

    youtu.be/AJf4SNuDnoI?si=lUk9FD

    Note: For education and defensive awareness only. I’m explaining the concept of data poisoning so teams can recognize risks and build safer systems. I’m not encouraging or providing guidance for misuse. :)

    #DataPoisoning #AI #Algorithms #DataMining #DataPrivacy #Security

  5. Data Poisoning: The Fatal Flaw in Mass Surveillance

    How to use data poisoning to trick the algorithm that’s profiling you (and why “personalization” is more fragile than you think)

    youtu.be/AJf4SNuDnoI?si=lUk9FD

    Note: For education and defensive awareness only. I’m explaining the concept of data poisoning so teams can recognize risks and build safer systems. I’m not encouraging or providing guidance for misuse. :)

    #DataPoisoning #AI #Algorithms #DataMining #DataPrivacy #Security

  6. I've used Fawkes, which is a tool which poisons any image's data, and obfuscates everything that might be in an image by adding extra pixels and shifting a few to different directions.

    The final result is something that's completely different from the original, but barely is noticeable to the human eye. - and a win for privacy.

    So even if you have #nobot in your bio, you can be a bit more assured that your face won't be trained for any AI system.

    #fawkes #facialrecognition #datapoisoning

  7. I've used Fawkes, which is a tool which poisons any image's data, and obfuscates everything that might be in an image by adding extra pixels and shifting a few to different directions.

    The final result is something that's completely different from the original, but barely is noticeable to the human eye. - and a win for privacy.

    So even if you have #nobot in your bio, you can be a bit more assured that your face won't be trained for any AI system.

    #fawkes #facialrecognition #datapoisoning

  8. I've used Fawkes, which is a tool which poisons any image's data, and obfuscates everything that might be in an image by adding extra pixels and shifting a few to different directions.

    The final result is something that's completely different from the original, but barely is noticeable to the human eye. - and a win for privacy.

    So even if you have #nobot in your bio, you can be a bit more assured that your face won't be trained for any AI system.

    #fawkes #facialrecognition #datapoisoning

  9. Une étude publiée le 15 avril 2026 dans la revue Nature révèle un phénomène aussi fascinant qu’inquiétant : des modèles d’IA peuvent se transmettre des biais, des préférences — voire des comportements problématiques — à travers des données qui n’en contiennent aucune trace visible.

    numerama.com/tech/2233755-une-

    Concrètement ? Ça veut dire que le #DataPoisoning est une porte d'entrée quasiment invisible pour de la manipulation d'#IA. Bref, c'est l'enfer.

  10. To promote human creativity and fight the theft of said creations by AI I absolutely support #datapoisoning in all forms.

  11. NEW BIML Bibliography entry

    arxiv.org/abs/2503.03150

    Position: Model Collapse Does Not Mean What You Think

    Rylan Schaeffer, Joshua Kazdan, Alvan Caleb Arulandu, Sanmi Koyejo

    We think recursive pollution is a better term than model collapse. Weak terminology leads to misunderstanding of impact. See figure 4. This is a very good paper.

    #TOPPAPER #MLsec #RecursivePollution #DataPoisoning

    berryvilleiml.com/references/

  12. NEW BIML Bibliography entry

    arxiv.org/abs/2503.03150

    Position: Model Collapse Does Not Mean What You Think

    Rylan Schaeffer, Joshua Kazdan, Alvan Caleb Arulandu, Sanmi Koyejo

    We think recursive pollution is a better term than model collapse. Weak terminology leads to misunderstanding of impact. See figure 4. This is a very good paper.

    #TOPPAPER #MLsec #RecursivePollution #DataPoisoning

    berryvilleiml.com/references/

  13. NEW BIML Bibliography entry

    arxiv.org/abs/2503.03150

    Position: Model Collapse Does Not Mean What You Think

    Rylan Schaeffer, Joshua Kazdan, Alvan Caleb Arulandu, Sanmi Koyejo

    We think recursive pollution is a better term than model collapse. Weak terminology leads to misunderstanding of impact. See figure 4. This is a very good paper.

    #TOPPAPER #MLsec #RecursivePollution #DataPoisoning

    berryvilleiml.com/references/

  14. NEW BIML Bibliography entry

    arxiv.org/abs/2503.03150

    Position: Model Collapse Does Not Mean What You Think

    Rylan Schaeffer, Joshua Kazdan, Alvan Caleb Arulandu, Sanmi Koyejo

    We think recursive pollution is a better term than model collapse. Weak terminology leads to misunderstanding of impact. See figure 4. This is a very good paper.

    #TOPPAPER #MLsec #RecursivePollution #DataPoisoning

    berryvilleiml.com/references/

  15. NEW BIML Bibliography entry

    arxiv.org/abs/2503.03150

    Position: Model Collapse Does Not Mean What You Think

    Rylan Schaeffer, Joshua Kazdan, Alvan Caleb Arulandu, Sanmi Koyejo

    We think recursive pollution is a better term than model collapse. Weak terminology leads to misunderstanding of impact. See figure 4. This is a very good paper.

    #TOPPAPER #MLsec #RecursivePollution #DataPoisoning

    berryvilleiml.com/references/

  16. History teaches us the FBI is pretty good tracing people running manual DDoS attacks. To actually pull this off without getting busted, you'd need some angry engineers

    There are plenty right now. With Google forcing mandatory verification and closing AOSP, many open-source devs feel cornered. They'd be the perfect candidates to slip a 'Trojan horse' right into their apps on the stores, maybe hidden inside a compromised open-source library. Devs could claim they just 'imported a library' without knowing it was poisoned

    It's a supply chain attack: plausible deniability for the coders too. Users would just be 'victims' of malware, so no one gets arrested and age check and chat control will be unusable

    I'm not an engineer though, so maybe I'm missing something. Just a thought for more elevated minds..

    #SupplyChainAttack #CyberResistance #TrojanHorse #DDosTrojanHorse #DataPoisoning #STASI #ChatControl #AgeCheck #Privacy #DDos
    #DigitalDisobedience #KGB #VirusTrojanHorse #DDosTrojanHorse

  17. History teaches us the FBI is pretty good tracing people running manual DDoS attacks. To actually pull this off without getting busted, you'd need some angry engineers

    There are plenty right now. With Google forcing mandatory verification and closing AOSP, many open-source devs feel cornered. They'd be the perfect candidates to slip a 'Trojan horse' right into their apps on the stores, maybe hidden inside a compromised open-source library. Devs could claim they just 'imported a library' without knowing it was poisoned

    It's a supply chain attack: plausible deniability for the coders too. Users would just be 'victims' of malware, so no one gets arrested and age check and chat control will be unusable

    I'm not an engineer though, so maybe I'm missing something. Just a thought for more elevated minds..

    #SupplyChainAttack #CyberResistance #TrojanHorse #DDosTrojanHorse #DataPoisoning #STASI #ChatControl #AgeCheck #Privacy #DDos
    #DigitalDisobedience #KGB #VirusTrojanHorse #DDosTrojanHorse

  18. History teaches us the FBI is pretty good tracing people running manual DDoS attacks. To actually pull this off without getting busted, you'd need some angry engineers

    There are plenty right now. With Google forcing mandatory verification and closing AOSP, many open-source devs feel cornered. They'd be the perfect candidates to slip a 'Trojan horse' right into their apps on the stores, maybe hidden inside a compromised open-source library. Devs could claim they just 'imported a library' without knowing it was poisoned

    It's a supply chain attack: plausible deniability for the coders too. Users would just be 'victims' of malware, so no one gets arrested and age check and chat control will be unusable

    I'm not an engineer though, so maybe I'm missing something. Just a thought for more elevated minds..

    #SupplyChainAttack #CyberResistance #TrojanHorse #DDosTrojanHorse #DataPoisoning #STASI #ChatControl #AgeCheck #Privacy #DDos
    #DigitalDisobedience #KGB #VirusTrojanHorse #DDosTrojanHorse

  19. History teaches us the FBI is pretty good tracing people running manual DDoS attacks. To actually pull this off without getting busted, you'd need some angry engineers

    There are plenty right now. With Google forcing mandatory verification and closing AOSP, many open-source devs feel cornered. They'd be the perfect candidates to slip a 'Trojan horse' right into their apps on the stores, maybe hidden inside a compromised open-source library. Devs could claim they just 'imported a library' without knowing it was poisoned

    It's a supply chain attack: plausible deniability for the coders too. Users would just be 'victims' of malware, so no one gets arrested and age check and chat control will be unusable

    I'm not an engineer though, so maybe I'm missing something. Just a thought for more elevated minds..

    #SupplyChainAttack #CyberResistance #TrojanHorse #DDosTrojanHorse #DataPoisoning #STASI #ChatControl #AgeCheck #Privacy #DDos
    #DigitalDisobedience #KGB #VirusTrojanHorse #DDosTrojanHorse

  20. History teaches us the FBI is pretty good tracing people running manual DDoS attacks. To actually pull this off without getting busted, you'd need some angry engineers

    There are plenty right now. With Google forcing mandatory verification and closing AOSP, many open-source devs feel cornered. They'd be the perfect candidates to slip a 'Trojan horse' right into their apps on the stores, maybe hidden inside a compromised open-source library. Devs could claim they just 'imported a library' without knowing it was poisoned

    It's a supply chain attack: plausible deniability for the coders too. Users would just be 'victims' of malware, so no one gets arrested and age check and chat control will be unusable

    I'm not an engineer though, so maybe I'm missing something. Just a thought for more elevated minds..

    #SupplyChainAttack #CyberResistance #TrojanHorse #DDosTrojanHorse #DataPoisoning #STASI #ChatControl #AgeCheck #Privacy #DDos
    #DigitalDisobedience #KGB #VirusTrojanHorse #DDosTrojanHorse

  21. I see people thinking Linux or GrapheneOS will bypass chat control or age check. As seen with Ubuntu&CA's AB 1043, laws target OS providers. An "illegal" OS won't work: apps and browsers will demand the mandatory age signal, or the OS itself might block access to avoid fines. VPNs? Useless when USA, EU, and Canada etc enforce agechecks globally
    If this madness passes, let's fight back and turn every device into a weapon of digital disobedience. Imagine an 'outlaw' OS mod appending a 'payload of forbidden words' (hidden in metadata) to every message
    If millions sent these 'poisoned' messages, Chat Control would collapse under false positives
    Risk: Could they brick our phones? Yes. But if millions get blocked simultaneously? Instant economic blackout. It's Mutually Assured Destruction: they can't ban everyone.
    If everything is suspicious, nothing is

    They scan for pedophiles but ignore #EpsteinFiles

    #DataPoisoning #ChatControl #AgeCheck #Privacy #DDos #DigitalDisobedience #STASI #KGB

  22. I see people thinking Linux or GrapheneOS will bypass chat control or age check. As seen with Ubuntu&CA's AB 1043, laws target OS providers. An "illegal" OS won't work: apps and browsers will demand the mandatory age signal, or the OS itself might block access to avoid fines. VPNs? Useless when USA, EU, and Canada etc enforce agechecks globally
    If this madness passes, let's fight back and turn every device into a weapon of digital disobedience. Imagine an 'outlaw' OS mod appending a 'payload of forbidden words' (hidden in metadata) to every message
    If millions sent these 'poisoned' messages, Chat Control would collapse under false positives
    Risk: Could they brick our phones? Yes. But if millions get blocked simultaneously? Instant economic blackout. It's Mutually Assured Destruction: they can't ban everyone.
    If everything is suspicious, nothing is

    They scan for pedophiles but ignore #EpsteinFiles

    #DataPoisoning #ChatControl #AgeCheck #Privacy #DDos #DigitalDisobedience #STASI #KGB

  23. I see people thinking Linux or GrapheneOS will bypass chat control or age check. As seen with Ubuntu&CA's AB 1043, laws target OS providers. An "illegal" OS won't work: apps and browsers will demand the mandatory age signal, or the OS itself might block access to avoid fines. VPNs? Useless when USA, EU, and Canada etc enforce agechecks globally
    If this madness passes, let's fight back and turn every device into a weapon of digital disobedience. Imagine an 'outlaw' OS mod appending a 'payload of forbidden words' (hidden in metadata) to every message
    If millions sent these 'poisoned' messages, Chat Control would collapse under false positives
    Risk: Could they brick our phones? Yes. But if millions get blocked simultaneously? Instant economic blackout. It's Mutually Assured Destruction: they can't ban everyone.
    If everything is suspicious, nothing is

    They scan for pedophiles but ignore #EpsteinFiles

    #DataPoisoning #ChatControl #AgeCheck #Privacy #DDos #DigitalDisobedience #STASI #KGB

  24. I see people thinking Linux or GrapheneOS will bypass chat control or age check. As seen with Ubuntu&CA's AB 1043, laws target OS providers. An "illegal" OS won't work: apps and browsers will demand the mandatory age signal, or the OS itself might block access to avoid fines. VPNs? Useless when USA, EU, and Canada etc enforce agechecks globally
    If this madness passes, let's fight back and turn every device into a weapon of digital disobedience. Imagine an 'outlaw' OS mod appending a 'payload of forbidden words' (hidden in metadata) to every message
    If millions sent these 'poisoned' messages, Chat Control would collapse under false positives
    Risk: Could they brick our phones? Yes. But if millions get blocked simultaneously? Instant economic blackout. It's Mutually Assured Destruction: they can't ban everyone.
    If everything is suspicious, nothing is

    They scan for pedophiles but ignore #EpsteinFiles

    #DataPoisoning #ChatControl #AgeCheck #Privacy #DDos #DigitalDisobedience #STASI #KGB

  25. I see people thinking Linux or GrapheneOS will bypass chat control or age check. As seen with Ubuntu&CA's AB 1043, laws target OS providers. An "illegal" OS won't work: apps and browsers will demand the mandatory age signal, or the OS itself might block access to avoid fines. VPNs? Useless when USA, EU, and Canada etc enforce agechecks globally
    If this madness passes, let's fight back and turn every device into a weapon of digital disobedience. Imagine an 'outlaw' OS mod appending a 'payload of forbidden words' (hidden in metadata) to every message
    If millions sent these 'poisoned' messages, Chat Control would collapse under false positives
    Risk: Could they brick our phones? Yes. But if millions get blocked simultaneously? Instant economic blackout. It's Mutually Assured Destruction: they can't ban everyone.
    If everything is suspicious, nothing is

    They scan for pedophiles but ignore #EpsteinFiles

    #DataPoisoning #ChatControl #AgeCheck #Privacy #DDos #DigitalDisobedience #STASI #KGB

  26. @catsalad

    I've got an alternative idea if this madness actually goes through and we can't find a solution to circumvent it legally or not....

    Instead of just running, let's turn every single phone into a weapon of digital disobedience.Imagine if an 'outlaw' OS (or a simple mod) automatically appended a 'bag of forbidden words' to every message, hidden in metadata or invisible text, containing a random mix of terms guaranteed to trigger the system.
    If millions of people sent billions of these 'poisoned' messages, Chat Control would collapse under the sheer weight of false positives. It would be the biggest DDoS attack in history, powered purely by civil disobedience......

    If everything is suspicious, nothing is.

    #DDoS #FalsePositives #DataPoisoning #ChatContol #AgeVerification #AgeCheck

  27. @catsalad

    I've got an alternative idea if this madness actually goes through and we can't find a solution to circumvent it legally or not....

    Instead of just running, let's turn every single phone into a weapon of digital disobedience.Imagine if an 'outlaw' OS (or a simple mod) automatically appended a 'bag of forbidden words' to every message, hidden in metadata or invisible text, containing a random mix of terms guaranteed to trigger the system.
    If millions of people sent billions of these 'poisoned' messages, Chat Control would collapse under the sheer weight of false positives. It would be the biggest DDoS attack in history, powered purely by civil disobedience......

    If everything is suspicious, nothing is.

    #DDoS #FalsePositives #DataPoisoning #ChatContol #AgeVerification #AgeCheck

  28. @catsalad

    I've got an alternative idea if this madness actually goes through and we can't find a solution to circumvent it legally or not....

    Instead of just running, let's turn every single phone into a weapon of digital disobedience.Imagine if an 'outlaw' OS (or a simple mod) automatically appended a 'bag of forbidden words' to every message, hidden in metadata or invisible text, containing a random mix of terms guaranteed to trigger the system.
    If millions of people sent billions of these 'poisoned' messages, Chat Control would collapse under the sheer weight of false positives. It would be the biggest DDoS attack in history, powered purely by civil disobedience......

    If everything is suspicious, nothing is.

    #DDoS #FalsePositives #DataPoisoning #ChatContol #AgeVerification #AgeCheck

  29. @catsalad

    I've got an alternative idea if this madness actually goes through and we can't find a solution to circumvent it legally or not....

    Instead of just running, let's turn every single phone into a weapon of digital disobedience.Imagine if an 'outlaw' OS (or a simple mod) automatically appended a 'bag of forbidden words' to every message, hidden in metadata or invisible text, containing a random mix of terms guaranteed to trigger the system.
    If millions of people sent billions of these 'poisoned' messages, Chat Control would collapse under the sheer weight of false positives. It would be the biggest DDoS attack in history, powered purely by civil disobedience......

    If everything is suspicious, nothing is.

    #DDoS #FalsePositives #DataPoisoning #ChatContol #AgeVerification #AgeCheck

  30. @catsalad

    I've got an alternative idea if this madness actually goes through and we can't find a solution to circumvent it legally or not....

    Instead of just running, let's turn every single phone into a weapon of digital disobedience.Imagine if an 'outlaw' OS (or a simple mod) automatically appended a 'bag of forbidden words' to every message, hidden in metadata or invisible text, containing a random mix of terms guaranteed to trigger the system.
    If millions of people sent billions of these 'poisoned' messages, Chat Control would collapse under the sheer weight of false positives. It would be the biggest DDoS attack in history, powered purely by civil disobedience......

    If everything is suspicious, nothing is.

    #DDoS #FalsePositives #DataPoisoning #ChatContol #AgeVerification #AgeCheck

  31. I have great respect for Bruce Schneier, but his recent blog post about AI poisoning left my tiny mind boggled.

    1/n

    #AI #LLM #CyberSecurity #datapoisoning

  32. Apropos of content heists…

    DIY anti-scraping movement, why bother blocking when you can’t win? Poison instead. alexschroeder.ch/view/2026-02-

    #webscraping #datapoisoning #aitraining #ai

  33. Apropos of content heists…

    DIY anti-scraping movement, why bother blocking when you can’t win? Poison instead. alexschroeder.ch/view/2026-02-

    #webscraping #datapoisoning #aitraining #ai

  34. Apropos of content heists…

    DIY anti-scraping movement, why bother blocking when you can’t win? Poison instead. alexschroeder.ch/view/2026-02-

    #webscraping #datapoisoning #aitraining #ai

  35. Apropos of content heists…

    DIY anti-scraping movement, why bother blocking when you can’t win? Poison instead. alexschroeder.ch/view/2026-02-

    #webscraping #datapoisoning #aitraining #ai

  36. Apropos of content heists…

    DIY anti-scraping movement, why bother blocking when you can’t win? Poison instead. alexschroeder.ch/view/2026-02-

    #webscraping #datapoisoning #aitraining #ai