How we evolved our Lambda-based real-time AI streaming stack for SaaS: integrating streaming, credit management, and subscription-based throttling. Patterns, challenges, and lessons from Helpmaton’s production deployment.
How we built a CRDT compaction system for Decipad, merging Y.js updates to dramatically reduce storage costs and improve real-time collaboration performance in high-frequency editing scenarios.
A deep dive into building scalable, production-ready AI chat services with real-time streaming using AWS Lambda, Architect, and Vercel's AI SDK. Learn about architecture, local development, deployment strategies, and cost optimization for modern AI applications.