Insights
Engineering-led. No thought leadership.
Real code, real trade-offs, real projects. Written by the engineers who built the thing, not by the marketing team who heard about it.
Building an AI-Powered Product Recommendation System
How to build a production-grade recommendation system with embeddings, vector search, and a feedback loop that improves over time.
Read →Multitasking with Cursor: Using Git Worktree for Parallel Branch Development
Git worktrees let you check out multiple branches simultaneously. Combined with Cursor, it's a powerful way to run parallel development tracks without context-switching overhead.
Read →Chat With Your Data: Integrating PandasAI in Django Admin
Add a natural language interface to your Django admin so non-technical stakeholders can query business data without writing SQL.
Read →From Stimulus to Another Framework in a Ruby on Rails App
When Stimulus starts showing its limits, how do you migrate a Rails app to a heavier frontend framework without a full rewrite?
Read →From Legacy CMS to a Modern Content Platform: Migrating from CamaleonCMS to Contentful
A step-by-step migration guide — data modeling, content migration scripts, and the rollout strategy that kept the site live throughout.
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