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SYSTEM.LOGS
Transmissions

Engineering Logs

Insights, architecture deep-dives, and thoughts on building resilient software systems at scale.

RAGFastAPISystemsAI

How a Classroom Joke Forced Me to Build a Production-Grade RAG Engine (And Survive Deployment Hell)

The story of how I built Halkill: an asynchronous, production-grade RAG engine that can ingest PDFs, Excel, and images, built under Render's strict 512MB RAM budget.

Jul 2, 2026
10 min read
FrontendReactNext.js

The State of Frontend Engineering in 2026

How server components, edge computing, and new primitives are changing the way we build web applications.

May 22, 2026
6 min read