Thoughts
Building an AI Code Review Agent
After limited success with generalised automation platforms, four hours of focused building produced an AI code reviewer integrated into GitLab CI/CD with full codebase context that works exactly the way we needed
4 min →Horses for Courses — Choosing the Right AI Model
When building an AI pipeline for image cataloguing, we learnt the importance of model optimisation but also the approach of staggered development from a general model to specific
3 min →The Tipping Point for LLM Fluency - Scale
LLMs don't gradually get better. They hit a threshold where fluent, realistic conversation suddenly emerges. Here's why training scale matters.
2 min →RAG: Making LLMs Useful for Business Data
Retrieval-Augmented Generation lets LLMs answer questions about private data.
3 min →When to Rewrite vs. Refactor: A Decision Framework
The rewrite-vs-refactor question comes up in every legacy modernization. Here is my thoughts based on experience modernizing legacy code.
3 min →