Building a Markdown-First Citation Pipeline for an AI Health Agent
How I replaced inline URL citations with a token-based reference system that separates machine semantics from user-visible text — and why the old approach wa...
Recent Posts
HealthKit + Celery on ECS, Part 3: Deploying Workers to Fargate
One Docker image, two ECS services, an SQS queue with IAM auth, and the Django settings crash that blocks every first Celery deploy.
HealthKit + Celery on ECS, Part 2: The Sync Pipeline
A chunk-based import pipeline with SQS, dispatcher tasks that chain through the queue, fingerprint deduplication, and why we track batch state in PostgreSQL ...
HealthKit + Celery on ECS, Part 1: Why Background Processing Changes Everything
You can’t process Apple HealthKit data inline. Here’s why we needed Celery with SQS, how Redis fits in separately for caching, and the architecture that emer...
Hello World — Why I’m Starting This Blog
After 14 years of building software, I’m finally writing about it.
Celery on ECS: Separate Container Architecture
A visual deep-dive into running Celery workers as separate ECS containers — broker topology, task lifecycle, concurrency models, and the Beat scheduler gotcha.
How I Built a Local RAG System for My Obsidian Notes
I have 268 markdown files in my Obsidian vault – internal docs, architecture decisions, API specs, meeting notes. Searching them with Obsidian’s built-in sea...
Building an AI Health Agent with AWS Strands - Part 4: Anti-Hallucination
Part 4 of building the AI assistant. This covers the most critical issue in health AI: preventing the model from making up data that doesn’t exist.
Building an AI Health Agent with AWS Strands - Part 3: Prompts & Guardrails
Part 3 of the series on building a women’s health AI assistant. This covers the system prompts, safety guardrails, and behavior control that make an AI agent...
Building an AI Health Agent with AWS Strands - Part 1: Architecture
This is the first in a series documenting how I built a women’s health AI assistant using AWS Strands SDK, Bedrock, and Django. The system handles personal h...