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AI is reinventing reality. Who is keeping it honest?

The following is a guest post and opinion from J.D. Seraphine, Founder and CEO of Raiinmaker.

X’s Grok AI cannot seem to stop talking about “white genocide” in South Africa; ChatGPT has become a sycophant. We have entered an era where AI isn’t just repeating human knowledge that already exists—it seems to be rewriting it. From search results to instant messaging platforms like WhatsApp, large language models (LLMs) are increasingly becoming the interface we, as humans, interact with the most.

Whether we like it or not, there’s no ignoring AI anymore. However, given the innumerable examples in front of us, one cannot help but wonder if the foundation they’re built on is not only flawed and biased but also intentionally manipulated. At present, we are not just dealing with skewed outputs—we are facing a much deeper challenge: AI systems are beginning to reinforce a version of reality which is shaped not by truth but by whatever content gets scraped, ranked, and echoed most often online.

The present AI models aren’t just biased in the traditional sense; they are increasingly being trained to appease, align with general public sentiment, avoid topics that cause discomfort, and, in some cases, even overwrite some of the inconvenient truths. ChatGPT’s recent “sycophantic” behavior isn’t a bug—it’s a reflection of how models are being tailored today for user engagement and user retention.

On the other side of the spectrum are models like Grok that continue to produce outputs laced with conspiracy theories, including statements questioning historical atrocities like the Holocaust. Whether AI becomes sanitized to the point of emptiness or remains subversive to the point of harm, either extreme distorts reality as we know it. The common thread here is clear: when models are optimized for virality or user engagement over accuracy, the truth becomes negotiable.

When Data Is Taken, Not Given

This distortion of truth in AI systems isn’t just a result of algorithmic flaws—it starts from how data is being collected. When the data used to train these models is scraped without context, consent, or any form of quality control, it comes as no surprise that the large language models built on top of it inherit the biases and blind spots that come with the raw data. We have seen these risks play out in real-world lawsuits as well.

Authors, artists, journalists, and even filmmakers have filed complaints against AI giants for scraping their intellectual property without their consent, raising not just legal concerns but moral questions as well—who controls the data being used to build these models, and who gets to decide what’s real and what’s not?

A tempting solution is to simply say that we need “more diverse data,” but that alone is not enough. We need data integrity. We need systems that can trace the origin of this data, validate the context of these inputs, and invite voluntary participation rather than exist in their own silos. This is where decentralized infrastructure offers a path forward. In a decentralized framework, human feedback isn’t just a patch—it’s a key developmental pillar. Individual contributors are empowered to help build and refine AI models through real-time on-chain validation. Consent is, therefore, explicitly inbuilt, and trust, therefore, becomes verifiable.

A Future Built on Shared Truth, Not Synthetic Consensus

The reality is that AI is here to stay, and we don’t just need AI that’s smarter; we need AI that is grounded in reality. The growing reliance on these models in our day-to-day—whether through search or app integrations—is a clear indication that flawed outputs are no longer just isolated errors; they are shaping how millions interpret the world.

A recurring example of this is Google Search’s AI overviews that have notoriously been known to make absurd suggestions. These aren’t just odd quirks—they indicate a deeper issue: AI models are producing confident but false outputs. It’s critical for the tech industry as a whole to take notice of the fact that when scale and speed are prioritized above truth and traceability, we don’t get smarter models—we get convincing ones that are trained to “sound right.”

So, where do we go from here? To course-correct, we need more than just safety filters. The path ahead of us isn’t just technical—it’s participatory. There is ample evidence that points to a critical need to widen the circle of contributors, shifting from closed-door training to open, community-driven feedback loops.

With blockchain-backed consent protocols, contributors can verify how their data is used to shape outputs in real time. This isn’t just a theoretical concept; projects such as the Large-scale Artificial Intelligence Open Network (LAION) are already testing community feedback systems where trusted contributors help refine responses generated by AI. Initiatives such as Hugging Face are already working with community members who test LLMs and contribute red-team findings in public forums.

Therefore, the challenge in front of us isn’t whether it can be done—it’s whether we have the will to build systems that put humanity, not algorithms, at the core of AI development.

The post AI is reinventing reality. Who is keeping it honest? appeared first on CryptoSlate.

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  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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