MYELION jobs and careers

About MYELION

MYELION defines a new class of AI architectures that maximize accuracy with minimal compute. Modern AI systems are constrained by a structural trade-off. Convolutional architectures achieve efficiency by discarding fine-grained information. Transformer-based models preserve context — but at exponentially increasing computational cost. Accuracy, efficiency, and scalability cannot be achieved simultaneously within existing paradigms. CSF Core (Cross-Scale Fusion Core) is a new AI architecture developed by MYELION — and it changes this. Rather than depth-first processing, CSF Core adopts a fusion-first design — preserving and processing structural and semantic information concurrently across all scales. This eliminates progressive information loss and enables a fundamentally more efficient, more robust representation. Performance: · ~80% fewer parameters · ~75% lower compute requirements · Up to 2.4× higher throughput · +3% accuracy improvement · +13% robustness under real-world conditions Infrastructure & Hardware: · Up to 60% lower CAPEX · Up to 70% lower energy consumption per inference · Reduced VRAM and memory bandwidth footprint · Optimized for GPUs, NPUs, and edge processors CSF Core establishes a new architectural foundation for scalable, high-performance AI across cloud, edge, and embedded environments. MYELION — A new foundation for how AI systems are built.