Beyond Connections: Why HGT Changes Demand Forecasting

Demand Forecasting is shifting from isolated time-series to relationship-aware Heterogeneous Graph Transformers (HGT). Learn why basic GNNs fail to capture supply chain nuances and how HGT reduces misallocation by 32% by understanding the difference between shared plants and product groups. Senior advice on architecting better data models for AI.

Publishing a VS Code Extension: The Senior Dev’s Guide

Publishing a VS Code extension is surprisingly complex, involving Azure DevOps PAT tokens and manifest strictness. In this pragmatic guide, Ahmad Wael shares war stories from the registry trenches, including workarounds for CLI login errors, manual VSIX packaging, and ensuring your theme’s README images actually load in the Marketplace and Open VSX.