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.
Retrieval-Augmented Forecasting (RAF) is revolutionizing time-series analysis by adding an explicit memory step to traditional models. Instead of relying on static training weights, RAF allows models to perform similarity searches on historical data, significantly improving accuracy during rare events and market shifts. Learn how to implement vector-based memory for more robust forecasting.
Stop blindly trusting AI code. Probabilistic Multi-Variant Reasoning (PMR) is a senior-level habit of generating multiple architectural options and weighing their failure modes. Learn how to use LLMs as scenario generators rather than answer machines to build more stable WordPress and WooCommerce systems without falling for confident but broken AI advice.
AI in UX isn’t about magic; it’s about treating AI like an enthusiastic intern. Ahmad Wael shares his practical workflow for using AI in user research, design audits, and copy creation to achieve a 30% speed increase. Learn how to stop wasting hours on grunt work and focus on strategic thinking instead.
Stop treating AI like a black box. As a senior developer, mastering Hugging Face Transformers is essential for building scalable, cost-effective NLP tools. This guide covers the Pipeline API, sentiment analysis, and the critical importance of context windows when processing large datasets like resumes in a production environment.
Stop relying on bloated WooCommerce plugins for customer reporting. Ahmad Wael explains how to implement RFM Analysis (Recency, Frequency, Monetary) using Pandas to segment your customers accurately. Learn the technical logic behind ranking your best customers and winning back at-risk buyers without slowing down your WordPress database.