The Blog

How to diagnose whether tight oversight is a trust problem or a legitimate need, and how to hand back autonomy without losing accountability.

How to fix invisible attribution in distributed teams, and why credit theft is the most corrosive trust pattern a manager can inherit.

How to rebuild trust when your team learned about their own reorg from an org chart update, not a conversation.

What to do when your team was promised promotions or headcount that never materialized, and you're the new manager holding the bag.

A diagnostic framework for identifying what broke before you arrived and knowing whether your repair is working.

I fine-tuned all-MiniLM-L6-v2 on dating profiles, flipped Spearman from -0.22 to +0.85, and found LoRA hit 96.2% of that with 0.32% of parameters.

How I scoped a 1-year architecture proposal down to a 1-month solution that cut support calls by 60% and saved $250K in recurring ops costs.

Grid search across 16 RAG configurations reveals embedding model selection drives 26% more retrieval quality than chunk tuning.

My first LLM judge had a 0% failure rate. That meant it was useless. This is the story of calibrating it to actually catch failures, and building a correction loop that took synthetic data failures from 36 to zero.

Why I am building 9 AI systems from scratch while working full-time as an Engineering Manager. The portfolio, the progression, and what I have learned so far.