Co-founder project · IT operations
Nanites
An agent that troubleshoots network incidents and recommends fixes.
- Built by
- Muhammad Zubair, Sortup co-founder
- Sector
- IT operations
- What was built
- AI
- Stack
- OpenAI
- LangChain
- LangGraph
- LangSmith
- Grafana
- Client
- An AI network operations company.
- Engagement
- Zubair built an autonomous troubleshooting agent for network operations.
Proof you can open
The challenge
Network teams spend hours diagnosing recurring issues across logs, metrics and monitoring tools.
The solution
A ReAct agent built with LangChain and LangGraph patterns that reads monitoring context from Grafana, reasons through likely causes and recommends or triggers fixes, traced in LangSmith.
The impact
- Reads monitoring context instead of waiting for a person to collect it.
- Reasons through likely causes step by step.
- Every run traced in LangSmith.
Building something like Nanites?
No pitch deck. An engineer, and a straight answer.




