Blog

Thoughts on Python, Agentic Systems, AI Projects, and Web Development.

• AI Agents Under the Hood: What They Actually Do (Not the Hype Version)
  2025-12-11

  Everyone talks about AI agents. Few understand how they work. Here's a developer-first breakdown of tools, loops, memory, state, and why most agents explode at 2am.

• Vector Embeddings: The AI Superpower Every Developer Should Understand
  2025-12-11

  Embeddings are the quiet engine behind RAG, search, similarity, memory, clustering, and half the AI tools you use. Here's how they really work.

• The Birth of Bob + Chad: My Local Agentic Coding Environment
  2025-11-29

  I built a self-improving AI pair-programming system that runs locally, fixes its own code, and evolves over time.

• Making Virtual Environments Invisible: How I Stopped Fighting Python
  2025-11-29

  Switching venvs is annoying. Here’s how I made it automatic, effortless, and impossible to mess up — even across multiple projects.

• GhostFrog: Building a Data-Driven eBay Arbitrage Engine
  2025-11-27

  I built a full pipeline that scrapes eBay listings, classifies products, calculates ROI, and sends alerts.

• Building AI Tools to Help People Land UK Civil Service Roles
  2025-11-25

  I built a STAR interview generator, a CV matcher, and a downloadable Flask app to help candidates succeed.

• Building My Python + Flask Portfolio While Learning Publicly
  2025-11-24

  I built my portfolio by stacking real tools, not tutorial projects. Everything deployed, everything usable.

• Learning AI Engineering by Doing: My 6-Month Journey
  2025-11-20

  I stopped reading tutorials and started building real systems — and the results changed everything.