Deploying an Enterprise AI Agent Team: Architecture, Budgets, and HITL
Osamu-Dazai-12 · reddit · 2026-07-30
The author shares their experience successfully deploying a multi-agent system using Hermes internally. The system includes three agents handling sales, project management, and fundraising, which are now used daily by executives.
Tech Stack & Architecture
- Core runs on Hermes (Docker image) deployed via Azure App Service.
- Uses Composio for tool integrations and Langfuse for observability.
Key Learnings & Challenges
- Deployment: Lacked native Azure support for Hermes, requiring custom Docker deployment scripts.
- Budgeting: Native Azure API budget controls were complex; built a custom budget-constraint skill that halts operations when weekly caps are hit, costing $0.02 per run.
- Human-in-the-loop: LinkedIn restricts automated messaging, so the sales outreach step remains manual by design, which the author notes is the right compromise.
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