How about an AI companion to answers movies/shows contextual questions for the class of users who can’t understand midway on what’s going on and can avoid rewinding it? @netflix@NetflixIndia
PS - Better call Saul in 2026 anyone?
Could @CRED_club get a little more quicker in tracking my credit bill payments directly on parent apps? Those WhatsApp messages/notifications of payments overdue sometimes give me a surprise🤧
This is probably the most honest AI architecture breakdown on the internet right now.
9-layer AI production architecture
services/ - RAG pipeline, semantic cache, memory, query rewriter, router. Not one file. Five.
agents/ - document grader, decomposer, adaptive router. Self-correcting by design.
prompts/ - versioned, typed, registered. Never hardcoded.
security/ - input, content, output. Three guards not one.
evaluation/ - golden dataset, offline eval, online monitor. Most people skip this entire layer and ship blind.
observability/ - per-stage tracing, feedback linked to traces, cost per query.
.claude/ - agent context so your AI coding assistant knows the codebase before it touches a file.
The demo is one file. Production is this.