Survival analysis in Python for customer churn and LTV
Churn is not a yes or no question, it is a question of when. This covers censored data, Kaplan-Meier curves, and Cox hazard ratios in Python with the lifelines library.
Author: Ahmad Wael
I'm a WordPress and WooCommerce developer with 15+ years of experience building custom e-commerce solutions and plugins. I specialize in PHP development, following WordPress coding standards to deliver clean, maintainable code. Currently, I'm exploring AI and e-commerce by building multi-agent systems and SaaS products that integrate technologies like Google Gemini API with WordPress platforms, approaching every project with a commitment to performance, security, and exceptional user experience.
View Transitions API recipes for WordPress navigation
The View Transitions API is Baseline now, so smooth page transitions in WordPress no longer need a PJAX library. Includes the opt-in rule, four CSS recipes, and the race condition that makes them look janky.
Claude Code for non-technical tasks, from slides to CRM
Claude Code is not only for refactoring PHP. Three things I run through it that never touch a codebase: LaTeX decks kept in Git, cross-app search over Slack and Notion, and prospect research.
WooCommerce bug fixing: the support team cleared 150 bugs
Woo ran a Bug Blitz: support engineers with Claude Code and Copilot shipped over 170 fixes across 20 products, every line reviewed by quality engineers. Why it worked and what to copy.
How orthogonal distance fitting shrinks SVG paths
Matplotlib draws a smooth curve as hundreds of straight segments. Orthogonal distance fitting fits Bezier curves to the same function instead, so a chart that shipped as 250+ segments comes out as two.
How to give your AI coding assistant a memory
LLMs forget your stack the moment you close the tab. Here is what actually sticks: a project rules file in the repo, global rules for your own preferences, and MCP when the assistant needs data from outside the codebase.
Pandas method chaining instead of intermediate variables
Most Pandas code I inherit is a trail of df_filtered, df_2 and final_df_v2. Method chaining with assign() and pipe() turns that into one pipeline you can read from top to bottom.
Why your GPU sits idle while the CPU pins at 100%
A GPU at 10% while every CPU core is pinned at 100% is a data loading problem, not a hardware problem. What I change first in a PyTorch pipeline: DataLoader workers, pin_memory, mixed precision and torch.compile.
Voxtral voice cloning with the encoder weights missing
Mistral released Voxtral-4B-TTS with the encoder truncated, so there is no way to feed it a new voice. The way around it is gradient descent plus a straight-through estimator, optimizing the audio codes directly against an 8-second clip.
How to pick headless WordPress hosting in 2026
Most sites do not need to go headless. This walks through when the architecture is worth it, how your rendering choice (SSG, SSR or ISR) changes the hosting you need, and what to check on the WordPress backend before you commit.