¶Writing & Talks
Field notes from production.
Essays, talks, and case studies on what actually happens between a promising model and a system you can trust in production.
Nov 2024
Essay
2024 · SuiteWorld
Talk
Case Study
Deep Dive
Navigating the "Trough of Disillusionment" in Enterprise LLMs
Why RAG is easy to prototype but hard to productionize — and the verification patterns that close the gap.
Scaling ML Pipelines for Financial Exception Management
Moving anomaly detection from legacy Oracle PL/SQL to a distributed PySpark architecture at scale.
Scalable Financial Anomaly Detection Pipeline
Processing 10M+ daily transactions to flag relative outliers in real time with unsupervised learning.