4 posts
One agent is a worker. A team of agents with a supervisor, evals, tracing, guardrails, and cost control is a platform. Here's when multi-agent actually helps, when it hurts, and the four pieces of scaffolding that turn a demo into a product you can run.
12 min readThe invisible foundation beneath every AI harness layer: centralized state management, per-model cost tracking, rate limit handling, a custom React-to-terminal renderer, and multiple entry points. This post covers what makes 'works in a demo' become 'works in production.'
9 min readWithout health checks, your load balancer sends traffic to dying instances. Without graceful shutdown, every deploy drops requests. Here is how ShelfWise achieves zero-downtime deployments with proper probes, SIGTERM handling, and connection draining.
11 min readTheory without deployment is fiction. This capstone assembles all 22 prior patterns into a deployed, monitored, incident-ready multi-tenant Python backend — from Docker Compose to runbooks to your first production incident.
22 min read