The Blog

How Instructor, flat schemas, and two-phase validation got me to 100% structured output success across 580 LLM-generated records.

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

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

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

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

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.

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

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.

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.