DJDávid Juhászindavidjuhasz.dev·Jun 27 · 11 min readLLMs as Tools, Not Oracles: A Practical Framework for Effective AI UseLarge Language Models (LLMs) are transforming how we work — if you know how to use them. The hype calls them near-experts, but the truth is simpler: they mimic expertise, not possess it. This post wil00
GSGerard Sansinai-cosmos.hashnode.dev·Feb 17 · 22 min readThe “Country of Geniuses” Needs a BabysitterIt is a dazzling vision of rainbows, unicorns, and seamless automation — perfectly timed, purely by coincidence, to fend off the FUD storm during an IPO year pushing a $380 billion valuation. Who woul00
GSGerard Sansinai-cosmos.hashnode.dev·Oct 29, 2025 · 9 min readThe Abstraction Illusion: How RLAD Teaches Parrots to Prompt ThemselvesThe AI research community has done it again. We’ve taken a genuine engineering achievement, wrapped it in aspirational terminology, and presented it as evidence of emerging intelligence. The latest exhibit: RLAD (Reinforcement Learning with Abstracti...00
GSGerard Sansinai-cosmos.hashnode.dev·Oct 10, 2025 · 14 min readThe Autonomy Illusion: Why Every AI Breakthrough Is the Same DelusionOpenAI’s GPT-5, “built specifically with agentic tasks in mind” and “our best performing model on complex, economically valuable knowledge work,” has ignited a firestorm of excitement. Microsoft declares “we’ve entered the era of AI agents” thanks to...00
GSGerard Sansinai-cosmos.hashnode.dev·Sep 27, 2025 · 7 min readThe RL Fairytale: Why OpenAI’s “Reasoning” Revolution Is Built on Shaky FoundationsThe Story We Tell Ourselves For the past year, I’ve watched the AI community embrace a compelling narrative: that reinforcement learning (RL) has finally transformed large language models from sophisticated autocomplete into genuine reasoning engines...00
GSGerard Sansinai-cosmos.hashnode.dev·Sep 23, 2025 · 10 min readThe Great AI Safety Theater: How OpenAI and Apollo Turned Stats Class into Existential Drama“We’ve developed methods to detect and mitigate scheming in AI systems through deliberative alignment training.” That’s how Apollo Research and OpenAI want you to understand their recent collaboration. It sounds urgent, sophisticated—the kind of brea...00
GSGerard Sansinai-cosmos.hashnode.dev·May 21, 2025 · 7 min readThe Impending AI Reckoning: Fake It Till You Make It Industry RealityAs we navigate the middle of 2025, the artificial intelligence sector finds itself in a precarious position. What began as legitimate technological advancement has morphed into a speculative bubble of unprecedented proportions—one that exhibits all t...00
GSGerard Sansinai-cosmos.hashnode.dev·May 18, 2025 · 7 min readThe Snake Oil of AI in 2025: When One Technology Is Suspiciously the Solution to EverythingIn the rapidly evolving landscape of artificial intelligence, we're witnessing a curious phenomenon: a single technology being marketed as the solution to virtually every problem imaginable. OpenAI, once focused on transparent research, now seems to ...00
GSGerard Sansinai-cosmos.hashnode.dev·Dec 13, 2024 · 3 min read2025: The Peak of the AI Literacy CrisisIn the rapidly evolving landscape of technological innovation, we stand at a critical juncture where artificial intelligence has transcended from a futuristic concept to an omnipresent reality. Yet, our collective understanding remains woefully inade...00
GSGerard Sansinai-cosmos.hashnode.dev·Nov 19, 2024 · 5 min readThe Dangers of AI Hype: When the Illusion of Intelligence Becomes a ProblemIn the realm of artificial intelligence, there exists a seductive illusion—a perpetual, agreeable companion that seems to understand, validate, and support without hesitation. We call this the "yes-pe00
