Project Journal

Build Notes

Documenting the things I build, break, and learn along the way — from cloud infrastructure to Applications and AI experiments.

From Issue to Pull Request: An Adaptive Engineering Agent
Automating the front end of the development pipeline with MCP tool chaining
Imperial College - Follow On - Regulatory View On The Bot
What would it take to productionise this in a regulated environment?
Imperial College - Building the Complaints Handling Bot and Evaulating Output
The Q&A finding said retrieval precision barely moves answer quality. Drafting compliant responses tells a different story.
Imperial College - Does Chunking Strategy Matter? Measuring RAG Quality on Regulatory Text
Building an evaluation framework to quantify output before creating the Bot
Imperial College - Cashflow Copilot: AI-Powered Financial Intelligence for UK SME Banking
The concept that emerged across the six Imperial College capstones
Imperial College - AI for Business Transformation: Course Reflections
Business-focused AI programme and Associated Project Work
Hardening My Dev Process: Supply-Chain Security
Practising the shift-left I talk about
From Process to Template: A Claude Code Toolkit
Extracting a reusable development process from a real project
Building the Same Agent Three Ways: LangGraph, Bedrock, and Vertex AI
What's portable about agent design and what isn't
Creating AI Coach with Claude Code: A Multi-Tenant GTM Platform
Four weeks, five major versions, and a lot of documentation
Building a Dashboard with Live Data
From static JSON to a dynamic API across three platforms
Reskinning a Flask Blog to Match the Platform Design
Taking a course project and making it production-ready
Getting Into AI and ML: Certifications, Vertex/Bedrock, and Building Agents
Three learning tracks that turned out to be one journey
100 Days of Python: What I Actually Built
Learning the language behind AI, one project at a time
Building a Tetris Game with an AI Testing Bot
Using Claude Code to build a bot that plays and tests the game it helped create
AI-Powered Sales Training: From Research to Interactive Quiz
Using five AI platforms to build a complete training package (slides, video, podcast and quiz)
Deploying Ghost CMS to EKS with Infrastructure as Code
Over-engineering a blog platform to enhace AWS skills
Building a Serverless Contact Form, Twice
Two clouds, two approaches, same outcome
From S3 to Vercel: The Evolution of This Site
How a weekend project in 2016 became a decade-long learning platform