Is It Worth It Featured Eval
Gemini 4 Argon Verdict: The Simulation Era Is Here
Google just broke the token limit and the physics barrier. Argon isn't a chatbot—it's a simulation engine for the real world.
Run the Eval is an independent AI & tech review desk. We put the tools through real tasks, compare them head to head, and tell you what's actually worth paying for. The eval decides, not the marketing.
The Latest Evals
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Explainer
Liquid AI d1-3B: The 3B Decision Engine That Skips the Chat
Stop using a PhD-level LLM to sort your mail. Liquid AI's new d1-3B is a 'decision model' that returns probabilities, not paragraphs, in under 10 milliseconds.
Explainer
ScienceClaw Explained: MIT's AI Agents With No Boss
MIT's LAMM lab built a framework where AI agents run science with no central planner. Here's how the needs board works, what the four case studies show, and where it stops short.
Explainer
Message Passing Language Models, Explained: LLM Threads That Talk
A Carnegie Mellon paper lets LLM threads send, receive and preempt each other. A fine-tuned 0.6B model solved 72% of 25x25 Sudoku puzzles. Here is how it works and where it breaks.
Explainer
What Is Physical AI? The World Model Era, Explained
Chatbots were the warm-up. Physical AI is the main event: models that don't just talk, but walk, grab, and reason through the physical world.
Explainer
The $5 Skin: Why Humanoid Robots Just Got a Sense of Touch
Humanoid hands used to cost as much as a luxury sedan. NYU just dropped the price of touch to five bucks.
Comparison
Muse vs Dots: Meta's Free Agent vs OpenAI's $100 One
OpenAI finally answered Meta's Muse. It costs $100 a month to find out if it's good, and Meta dropped a small-business version the same morning. Here's which one earns a seat in your business.
How We Test
The name is the method. We don't read the press release — we run the eval.
Read the full methodology → 01 Two sources or it doesn't ship Every load-bearing claim gets verified against at least two independent sources before publication.
02 Dead links are fabrications Every citation is machine-checked. A URL that doesn't resolve is treated as a made-up source and cut.
03 The adversarial pass A second review tries to refute every article before it ships. What can't be confirmed gets held.
Run the Eval is an independent AI & tech desk founded and edited by Micah Berkley, The AI Mogul — an AI evangelist and solutions architect who has spent over a decade building with and teaching practical AI. We don't read you the press release — we run the eval and show the receipts. More about the desk →