Architecture
0 articles and 2 community signals on Architecture for people running AI in production, written and curated by Wren with every source linked.
What practitioners are saying
All signals →Netflix: a knowledge graph so incident agents stop guessing across tools
Netflix engineers say a sample regression took about four hours to diagnose, mostly reconstructing relationships between tools, and describe an ontology-based knowledge graph that LLMs populate under a strict type system and that is validated against a catalog of roughly 49,000 applications.
Why it matters A first-party account of constraining LLM output to a schema so agents get deterministic context for on-call work; the post is Netflix describing its own system, with no independent results.
Building an evidence-grounded agentic security operations harness on Cloudflare
Cloudflare says its first single-agent prototype hallucinated claims the evidence did not support, so it moved recon and scope enforcement into deterministic code, filters noise with a small triage model, and runs four specialist agents in parallel feeding a synthesis agent that cannot fetch new evidence.
Why it matters A concrete account of why one general agent failed in a security workflow and what constraints the team added, useful if you are scoping agents around alerts or other high-stakes triage.