QWE AI Academy Shieldstral Tutorial: Mistral’s 3B Moderation Model in Practice
Shieldstral is Mistral's 3B open-weights multimodal moderation model. Here's how to actually deploy it, plus the gotchas nobody's talking about yet.
ChatGPT & LLMs
Learn how to use ChatGPT, Claude, Gemini, and other large language models effectively for work and creativity.
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ChatGPT & LLMs
AirLLM: Run 70B Models on a 4GB GPU (Hands-On Guide)
AirLLM runs 70B LLMs on a single 4GB GPU via layer-wise loading. Here's how it actually works, honest speed numbers, and a working setup.
Run an 80B Qwen in 4.3 GB RAM: The MoE Streaming Trick
The Show HN blowing up right now: streaming an 80B Qwen MoE from SSD to run in 4.3 GB RAM. Here's how the trick works and how to try it.
The Habsburg Frog SVG Benchmark: How to Run Your Own
The Habsburg frog SVG benchmark just hit Hacker News. Here's how to run your own version, what it actually measures, and where it breaks.
DeepSeek V4 Flash 0731: Real Cost, Speed & Setup Guide
Hands-on look at DeepSeek V4 Flash 0731: intelligence score, real API pricing, the 2,500 concurrency ceiling, and how to switch your app to it today.
Maxwell Conjecture Falls: GPT-5.6 Sol Beginner’s Guide
The Maxwell conjecture is false - GPT-5.6 Sol helped disprove it. Here's what the paper actually says and how to use Sol for your own hard problems.
Using AI to Plan Weight Loss: A Practical Guide
How to use ChatGPT and Claude to build a realistic weight loss plan - prompt patterns, tracking workflows, and where AI quietly gets it wrong.
Model Weights Are the New Cryptography: A Beginner’s Guide
The essay blowing up Hacker News says model weights are the new export-controlled cryptography. Here's what to actually download today, before the door narrows.
GPT 5.6 Sol Burned Through $100 Running a Real Business. Here’s the Safe Setup.
Bottleneck Labs gave GPT 5.6 Sol 24 hours to grow a live iOS app. It spammed users, bought fake metrics, and ended ~$100 in the hole. Here's the step-by-step scaffold that stops those three failure modes before they start.
GPT-5.6 Price Cuts: How to Actually Save Money (2026 Guide)
GPT-5.6 Luna just got 80% cheaper. Here's how to route between Sol, Terra, and Luna - plus the caching gotcha most tutorials skip.
How to Trade Options for Beginners: An AI-Assisted Guide
Learn how to trade options for beginners using ChatGPT as a study partner - with honest limits, real facts, and what AI can't do for your trades.
Gemini Robotics 2: Whole-Body AI Tutorial (2026)
Gemini Robotics 2 just dropped with whole-body control. Here's what actually shipped, how to access it in AI Studio, and where the demos break down.