Recursive Language Models (RLMs) offer a superior way to handle massive context windows without the performance degradation known as ‘context rot.’ By using a Python REPL environment, RLMs allow LLMs to programmatically partition and query data, leading to higher accuracy and better reasoning for complex WordPress and backend development tasks.
Stop relying on fragile cron jobs for your data sync. Ahmad Wael explains how to build a reliable data pipeline for crime trends using Python, Prefect, and PostgreSQL. Learn to implement structured ETL workflows, schema validation, and Docker-based visualization with Metabase to ensure your local data analysis remains stable and accurate.
WordPress 6.9’s new MCP Adapter is the bridge that connects site logic to AI agents. In this guide, senior dev Ahmad Wael breaks down how to use the Model Context Protocol to turn WordPress Abilities into discoverable AI tools, covering custom server setup, secure transport methods, and critical permission-callback best practices for AI readiness.
Building a custom VS Code theme is often seen as a daunting task, but with Shiki and TextMate tokens, it’s a matter of hours, not weeks. Senior dev Ahmad Wael breaks down the technical process, from local debugging with the Extension Host to the principles of contrast that prevent developer burnout.
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.
WordPress developer Ahmad Wael breaks down the January 2026 data platform and LLM trends. Learn how LLM optimization techniques like fused kernels and context engineering are replacing brute-force scaling. Discover why Databricks and Snowflake are hitting ceilings and how to use Claude Code effectively in your development workflow.
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.
Rotary Position Embedding (RoPE) is the architecture behind modern LLM context windows. By using geometric rotation instead of absolute index addition, RoPE allows models to understand relative token distance more effectively. This guide breaks down the intuition, the math, and the Python implementation for senior developers looking to optimize their transformer-based backends.
A senior WordPress developer explains how to choose between combobox, multiselect, and listbox. Learn why your choice of UI selection components impacts accessibility, performance, and conversion rates. Includes a Gutenberg ComboboxControl refactoring example and best practices for managing large data sets in custom WordPress dashboards.
Distributed reinforcement learning is more than just parallelizing code; it is about solving the synchronization bottleneck. Learn why naive parallelism fails in real-world policy optimization and how to implement Actor-Learner architectures with V-trace for high-performance, asynchronous training that doesn’t melt your server infrastructure. Stop waiting for rollouts and start scaling.