Category: LLM
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Two Protocols, Two Futures: OpenAI’s ACP vs. Anthropic’s MCP
Imagine this: It’s a Tuesday evening, and you’re buried in work. Your AI assistant notices your flight to New York got canceled due to a storm. Without missing a beat, it scans alternatives, books a new one on your credit card, coordinates a rideshare to the airport, and even reschedules your hotel— all while you…
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An LLM Made of Redstone Bricks: What CraftGPT Really Teaches Us
A few times a decade, someone takes an idea that sounds like a joke and executes it with surgical patience. CraftGPT is one of those moments: a small language model that runs inside Minecraft, wired up from Redstone like a cathedral of logic gates. The project comes from sammyuri, who released the world and code…
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From Prompt Packs to Purpose-Built Models: When a Generalist Becomes a Specialist—and When It Still Doesn’t
OpenAI’s Academy has begun to systematize something many power users discovered by trial and error: with the right scaffolding, a general-purpose model can deliver specialist-level work. The “Prompt Packs” series—role-based collections for sales, product, engineers, HR, managers, executives, and public-sector roles—codifies prompts that structure tasks, inject domain context, and specify deliverables. In effect, they turn…
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When “Errors” Speak: A Comparative Field Guide to Human and LLM Fallibility
The perspectives below come from a mathematician’s vantage point. They are not the product of formal training in behavioral psychology, and any remarks about human behavior may therefore be incomplete. The aim is pragmatic clarity rather than exhaustive theory. tl;dr Modern language models (LLMs) and humans both produce mistakes that look similar—fabricated facts, misplaced confidence,…
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Grok-4 Shakes Up the AI Leaderboards – How Elon Musk’s AI Stacks Up and What’s Next
Artificial intelligence enthusiasts have been abuzz recently about Grok-4, the latest large language model (LLM) from Elon Musk’s startup xAI. Grok-4 is making headlines by topping some of the most challenging AI benchmarks, even edging out heavyweights like OpenAI’s GPT (ChatGPT) and Google’s Gemini on certain tests. But how big of a win is this…