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Mohamed Bal

Founder & CTO of DEVUP AI, Algeria's first AI inference gateway. Building production-grade AI infrastructure for Algerian developers — 170+ models, one API, local DZD billing.

Location Algiers, Algeria Joined Joined on  Personal website https://devupdz.com

Work

Founder & CTO at DEVUP AI

Your SAE Passed the Cosine Similarity Bar. That Doesn't Mean It

Your SAE Passed the Cosine Similarity Bar. That Doesn't Mean It

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6 min read
A Perfect 1.000 Cosine Match That Never Fires: The Hidden Trap in SAE Evaluation

A Perfect 1.000 Cosine Match That Never Fires: The Hidden Trap in SAE Evaluation

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26 min read
I Ran a Causal Test on Sparse Autoencoders — 77% of 'Recovered' Features Turned Out to Be Causally Inert

I Ran a Causal Test on Sparse Autoencoders — 77% of 'Recovered' Features Turned Out to Be Causally Inert

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26 min read
Quantum-Inspired, Not Quantum: The Physics of Tensor Networks Behind Production LLM Compression

Quantum-Inspired, Not Quantum: The Physics of Tensor Networks Behind Production LLM Compression

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23 min read
MiniMax-M3 on DEVUP AI — A Technical Deep Dive into MiniMax Sparse Attention, Benchmarks, and Production Integration

MiniMax-M3 on DEVUP AI — A Technical Deep Dive into MiniMax Sparse Attention, Benchmarks, and Production Integration

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7 min read
Why Algeria Needs Its Own AI Infrastructure — and Why I'm Building It

Why Algeria Needs Its Own AI Infrastructure — and Why I'm Building It

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3 min read
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