AI Systems
From prompt demos to production-ready RAG services
A practical framework for moving LLM prototypes into reliable systems: retrieval quality, evaluation gates, and deployment standards.
Blog and Notes
This blog is designed to document methods, architecture decisions, and lessons learned when deploying AI and data products in real-world institutional environments.
Latest Articles
AI Systems
A practical framework for moving LLM prototypes into reliable systems: retrieval quality, evaluation gates, and deployment standards.
Public Analytics
How to structure data ingestion, discourse classification, and network analysis for institutional monitoring in politically sensitive contexts.
Data Engineering
Lessons from building data pipelines for multi-team operations where quality checks, lineage, and observability are non-negotiable.
Why this page matters
Articles show your reasoning, not just your role titles. This is critical for AI and data profiles where methodology and quality standards matter.
A writing section lets you centralize publications, lecture notes, and references in one discoverable place.
High-quality technical writing helps recruiters, institutions, and collaborators understand your exact value before the first meeting.
Follow Updates
I can also add a full article system next (with tags, post pages, and search) if you want this blog to scale as a long-term knowledge hub.