Topic

architecture

4 guides on architecture — architecture patterns, rollout strategy, and production integration for engineering teams.

GuideJune 16, 2026

In-app copilots: how to embed AI in your product without a sidebar chatbot

A practical guide to embedded copilots: context from product state, server-side assembly, RBAC, and UI patterns that fit existing workflows instead of a floating chat widget.

copilot integration architecture middleware

GuideJune 7, 2026

LLM middleware: what it is, why you need it, and how to implement it

A practical guide to the server-side layer between your app and the model — auth, rate limits, routing, logging, and the patterns that keep AI features production-ready.

middleware integration architecture observability

GuideJune 6, 2026

When not to use RAG

RAG is the default answer for every AI feature — but often the wrong one. A decision guide for engineering leaders scoping retrieval, tools, and middleware.

rag architecture integration

ArticleMay 28, 2026

RAG without the platform rewrite

How to add retrieval over your existing data without standing up a separate vector platform or pausing the product roadmap.

rag architecture

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