21:06
2026-06-17
dev.to
large-language-models
How I built a 3-provider LLM fallback system in production (and what actually broke)
A pre-final year student built Socra, a multi-agent LLM SaaS that interrogates startup ideas using five specialist AI personas, and deployed it on Railway with a three-provider fallback chain (Anthrop…