Stop hardcoding API keys and fragile logic. Learn how AWS Bedrock provides a managed gateway for foundation models like Claude and Llama. Senior WordPress developer Ahmad Wael breaks down Boto3 implementations, the necessity of inference profiles, and how to offload AI compute from your web server for better performance.
The race for longer context windows in LLMs has a hidden cost: memory. Discover how Google’s Infini-attention architecture uses compressive memory and the Delta Rule to achieve 114x memory reduction, allowing models to process million-token sequences without the massive hardware overhead of standard KV caches.
Stop treating AI prompts like static code. Ahmad Wael explores Context Engineering and the Agentic Context Engineering (ACE) framework—a Stanford-led research breakthrough that uses Generator, Reflector, and Curator agents to create self-improving LLM workflows. Learn how to bridge the gap between AI theory and WordPress production.
Ahmad Wael explores why GraphRAG for Developers is the key to building cost-efficient, high-recall retrieval systems. Moving beyond vanilla RAG, this post covers the importance of data contracts, schema validation in PHP, and production lessons from the December TDS newsletter to ensure your WordPress AI integrations remain stable and scalable.
Stop overengineering your AI. Many developers throw complex RAG pipeline features like query optimization and neighbor expansion at every problem, but the data shows it often isn’t worth the 40% cost increase. Learn when these add-ons actually improve faithfulness and when they just add latency to your WordPress integrations.
Stop shipping AI agents blindly. Ahmad Wael explains how to use the NeMo Agent Toolkit (NAT) to implement deep observability and trajectory evaluation. Learn to use Arize Phoenix and W&B Weave to identify bottlenecks, compare model performance, and ensure your LLM applications are production-ready through data-driven metrics.
Ahmad Wael shares a pragmatic guide to Drift Detection in machine learning systems. Learn the difference between data drift and concept drift, and discover how to use statistical tests like K-S and PSI to identify model degradation before it impacts your business revenue and system stability.
Stop blaming the LLM for your broken agentic pipelines. Senior WordPress developer Ahmad Wael explains why messy MCP tool descriptions cause model bias and how to fix it using the “hiding arguments” pattern and proxy servers like Master-MCP. Learn to build robust AI integrations without overspending on expensive models.
Stop letting your AI coding agents hallucinate. Learn how to optimize your AI coding agent context using AGENTS.md, documentation links, and thread management. Ahmad Wael shares his senior-level insights on preventing broken WordPress sites and cutting technical debt while using modern AI tools like Cursor and Claude Code.
The WordPress Plugins Team 2025 report reveals a doubling of submissions driven by the AI influx. With 12,713 reviews and new automated security scans via the Plugin Check Plugin, the barrier to directory approval is higher than ever. Learn how to navigate these shifts and keep your code secure.