As1.zip Apr 2026

: Propose future directions for scaling the "as1" prototype into a production-ready system. g., Computer Vision, NLP, or Math)?

: Analyze the trade-offs between layer depth and computational overhead. You can discuss techniques like Zeroth-Order Optimization for training large networks more efficiently. as1.zip

: Explore how representations can be "stretched" across different regions or layers to improve an F1 score , ensuring the model captures nuance without over-fitting. Key Sections to Include : Propose future directions for scaling the "as1"