Logic in the Age of Probabilistic Models
Why deterministic principles and mathematical rigor remain indispensable even as large neural networks dominate the software landscape.
Blog & Technical Writing
Engineering deep dives, architecture notes, essays, and production insights on AI agents, machine learning, and MLOps.
Building Production-Grade AI Agents with LangChain, Qdrant & FastAPI
A comprehensive architectural guide to building reliable, stateful enterprise AI agents with LangChain, Qdrant vector store, and FastAPI deployment.
Designing a Robust MLOps Pipeline for Real-Time Forecasting
How to combine gradient boosting and recurrent neural architectures in production. Details on automated retraining triggers, data drift detection, and zero-downtime serving.
Federated Learning: Rethinking Data Sovereignty in Healthcare
Collaborative intelligence without centralizing sensitive records: how privacy-preserving machine learning alters the trade-off between privacy and diagnostic performance.