Category: GPTs
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Transformers Are Injective: Why Your LLM Could Remember Everything (But Doesn’t)
The authors of “Language Models are Injective and Hence Invertible”, https://arxiv.org/abs/2510.15511, address a foundational question about transformer-based language models: do they lose information in the mapping from an input text sequence to their internal hidden activations? In more formal terms: is the model’s mapping injective (distinct inputs → distinct representations), and therefore potentially invertible (one…
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Checklists: Apple’s Game-Changing Approach to Aligning AI and Their Proven Impact Across Critical Fields
In the fast-evolving world of artificial intelligence, where large language models (LLMs) like ChatGPT and Grok are becoming integral to our daily lives, ensuring these systems are both helpful and safe is paramount. A groundbreaking new study co-authored by researchers from Apple, titled “Checklists Are Better Than Reward Models For Aligning Language Models”, introduces a…
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AI: The Grand Illusion Fueling America’s Economic Mirage
In the shimmering haze of technological hype, artificial intelligence stands as both a mesmerizing spectacle and a precarious foundation for economic growth. A recent article in The Atlantic dubs AI a “mass-delusion event,” where users and admirers grapple with a sense of unreality, feeling as though they’re “losing it” amid promises of superintelligence and revolutionary…
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Factual Recap: OpenAI’s GPT-5 Keynote Event
OpenAI held a keynote event announcing the launch of GPT-5, described as a significant advancement in AI technology. The keynote provided details on the model’s capabilities, benchmarks, demos, and availability. Below is a factual summary based solely on the content of the keynote, divided into a high-level overview of key points and a more detailed…
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AI Slop: The New Face of Sensational Journalism—or Just the Same Old Trash on Steroids?
Imagine scrolling through your feed and stumbling on a headline screaming about a celebrity scandal that turns out to be entirely fabricated, complete with doctored images and quotes from “anonymous sources.” Sound familiar? That’s the essence of yellow journalism, the sensationalist style that dominated late-19th-century newspapers, where publishers like William Randolph Hearst and Joseph Pulitzer…