I engineer scalable, sovereign AI infrastructures that bridge the gap between cutting-edge research and real-world business execution. As the Founder & CTO of DEVUP AI, I architected Algeria’s first high-performance AI API Gateway. My expertise lies in designing resilient, production-ready SaaS platforms—from deploying multi-agent systems and advanced RAG pipelines to ultra-low latency edge computing locked down by strict zero-retention data security. Backed by engineering credentials from Google DeepMind,Google Cloud, and Microsoft, I don't just write code; I build secure, enterprise-grade ecosystems that transform raw AI potential into sovereign market dominance.

Feedback on mechanistic interpretability research, especially critical 
takes on SAE causal validation methodology. Also open to connecting 
with researchers working on production interpretability tooling.

Reach out if you have questions about reproducing interpretability 
experiments, sparse autoencoders (L1/TopK), building AI inference 
infrastructure, or anything related to superposition/dictionary learning.