Resources
Engineering notes, not explainers.
What we've learned building agentic AI, RAG, and automation systems that hold up in production — written from the decisions we actually made on client work.
Agentic AI
How to Build Human-in-the-Loop AI Agents That Teams Actually Trust
The pattern that made the difference on our production agent deployments: resolve ambiguity toward review, not toward silent action.
6 min read
ReadRAG
Enterprise RAG Architecture: What Actually Breaks in Production
Permission-aware retrieval, citation grounding, and evaluation loops — the three things that separate a RAG demo from a system a company can rely on.
7 min read
ReadAI Automation
AI Automation for Manufacturing Operations: Where It Actually Pays Off
Not every manual process is worth automating. Here's how we prioritize, using two real production deployments as examples.
5 min read
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