Inside the Co-Pilot Stack: Building Private AI Agents for Engineering, Ops & Support
This blog explores how organizations can build self-hosted AI copilots — private, secure assistants trained on internal data to support engineering, operations, and support teams. Unlike public AI tools, these co-pilot stacks run entirely on-premise, ensuring data control and compliance. Powered by LLMs like Llama 3 and RAG pipelines, they assist with tasks like log analysis, SOP checks, and support ticket drafting. The stack typically includes an LLM engine, retrieval system, orchestration layer, and secure UI. The key takeaway: AI copilots no longer require cloud APIs — they can be deployed securely inside your systems, one workflow at a time.