Engineering Labs and Experiments
Every project on this page originates from a production problem. Client-specific details have been anonymized, but the engineering decisions, architecture, and lessons are authentic.
Proof Of Concepts
01 / GraphRAG in a constrained compute unit.
Many organisations have a small application presence on the cloud, but are aware enough to know the value of Detection analytics, Security, and Visiblity, on the cheap. This project goes through implementing a GraphRAG, with in-app datastore, namely DuckDB with FAISS, a nomic-embedded encoder, and networkX for dynamic graph generation. The AWS assets are expressed as graphs.
Full write-up with architecture diagrams coming soon.
02 / A FinOps Dashboard with a per-token cost estimation.
This is an experiment in implementing token-level analytics through GPU profiling and passing the data to a FinOps dashboard for time-series analytics, among others.
Work-In-Progress.
Themes
Platform Security Architecture
AWS Security & Governance
DevSecOps & Infrastructure Automation
Observability Engineering
Security Operations & Incident Response
Applied Machine Learning