AI engineering
Production RAG is a systems problem
Retrieval quality depends on more than a vector database. The hard work is ownership, evaluation, permissions, and recovery.
Read insightInsights
Manufacturing technology, documented.
Practical notes on ERP, AI/ML, automation, analytics, secure identity, cloud infrastructure, Web3, and blockchain.
Identity
What to decide before enterprise SSO
The protocol is only one part of SSO. Tenant boundaries, account linking, authorization, and support flows decide whether it works.
Read insightArchitecture
Modernization without the rewrite trap
Modernization works best when teams isolate risk and create a sequence of valuable, reversible changes.
Read insightDiscuss your operation
Where are operations or sales getting stuck?
Share the systems you use, the bottleneck you see, and the outcome you need. We will respond with a focused next step.