Writing

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Essays, research notes, build logs, and observations from the intersection of AI, systems engineering, and applied research.

Building AGNI: A Continual Learning Framework for Blood Glucose Prediction

Research Note

An overview of the AGNI framework, addressing catastrophic forgetting in sequential glucose prediction tasks through elastic weight consolidation and task-specific adapters.

2026-03-10

continual learning · healthcare AI · PyTorch · glucose prediction

PIT: Why LLM Prompts Need Version Control

Build Log

Production prompts are code. PIT brings Git-like semantic versioning, bisect, and replay to prompt engineering workflows.

2026-02-28

LLMs · tooling · open source · prompt engineering

DevOps Introduction

Essay

An introduction to DevOps, CI/CD pipelines, and how modern development workflows replaced traditional deployment cycles.

2022-01-07

DevOps · CI/CD · software engineering · deployment