Why Your RAG System Fails in Production (And How to Fix It)
RAG demos are easy. Production RAG is hard. Here are the five failure modes we see repeatedly when enterprise teams try to ship retrieval-augmented generation to production.
Practical writing on AI agents in enterprise operations.
Single-agent systems hit a ceiling. Here’s how we architect multi-agent systems that break complex operations workflows into coordinated sub-tasks — and what can go wrong.
Read Article →RAG demos are easy. Production RAG is hard. Here are the five failure modes we see repeatedly when enterprise teams try to ship retrieval-augmented generation to production.
When your agent starts handling thousands of decisions per day, token costs add up fast. Here are the optimization strategies that work in production.
A regional third-party logistics provider was spending 6 FTEs per day manually triaging and resolving order exceptions. We automated 80% of the process in 12 weeks.
Tool use is what makes AI agents actually useful in operations. Here are the patterns we’ve developed for reliable, auditable tool use in production environments.