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Charles Russella

crussella0129
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webbrain-one-555630's profile picture webbrain-6f3q2's profile picture JackKozmo29's profile picture
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https://threadandsignal.com

AI & ML interests

Agentic Coding, Workflow Automation, Harnesses, Loop Engineering, Rapid Prototyping, AI Assisted CAD,

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liked a model 2 days ago
webAI-Official/TwIL-8B
reacted to Saccadic-AI's post with 🔥 5 days ago
One neural network. Five mathematical operations. Different learning times. We trained a small mixture-of-experts transformer on addition, subtraction, multiplication, division, and exponentiation modulo 113. The operations didn’t generalize together. Multiplication and division reached 90% held-out accuracy first, followed by exponentiation, subtraction, and finally addition. Multiplication before addition—the reverse of what we expect from a schoolchild. The accuracy chart in the linked article shows why a single overall accuracy number can hide an interesting learning story. Measured with IRIS from Saccadic LLC. More figures and analysis: https://huggingface.co/blog/Saccadic-AI/accuracy-plateaued-the-model-kept-changing Have you observed a similar ordering in multi-task grokking experiments?
liked a model 5 days ago
burner22/numbat
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