---
title: "Discussion on \"Building a Visual Workflow Designer for LLM Multi-Agent Systems\" | Hashnode"
description: "Discussion on \"Building a Visual Workflow Designer for LLM Multi-Agent Systems\". This project is a prototype that brings together visual workflow composition, agent orchestration, retrieval-augmented generation (RAG), and runtime inspection in a single experience."
url: "https://hashnode.com/posts/building-a-visual-workflow-designer-for-llm-multi-agent-systems/6a2f5717481a13f30b61091e"
---

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# [Building a Visual Workflow Designer for LLM Multi-Agent Systems](https://farhanbytemaster.hashnode.dev/building-a-visual-workflow-designer-for-llm-multi-agent-systems?utm_source=hashnode&utm_medium=feed)

This project is a prototype that brings together visual workflow composition, agent orchestration, retrieval-augmented generation (RAG), and runtime inspection in a single experience.

Jun 15 · 4 min read · farhanbytemaster.hashnode.dev  
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-   [#rag](https://hashnode.com/tag/rag)
-   [#multi-agent-systems-mas](https://hashnode.com/tag/multi-agent-systems-mas)
-   [#langchain](https://hashnode.com/tag/langchain)
-   [#vector-database](https://hashnode.com/tag/vector-database)
-   [#llm](https://hashnode.com/tag/llm)

## Written by

[Farhan Naqvi](https://hashnode.com/@farhan16)

@farhan16 · Stuttgart, Germany

  
[View profile](https://hashnode.com/@farhan16)

MSc Computer Science @ University of Stuttgart | Ex-Cohesity | Ex-Veritas | Open to SWE / ML Engineering Roles in Europe

I build distributed systems that stay reliable under pressure, and I bring ML intuition to every layer of the stack. With 2+ years shipping production-grade C++/gRPC services at Cohesity (formerly Veritas), I've owned everything from anomaly detection pipelines to cyber-resiliency features end-to-end. Now pursuing my MSc at Stuttgart, I'm combining systems depth with autonomous intelligence research to work on problems that actually matter at scale. At Cohesity, I contributed to Stargate - an enterprise-scale distributed file services layer - where I designed garbage collection logic, built high-performance concurrent file services with thread safety guarantees, and implemented stress-testing frameworks that validated system robustness under high-load conditions. I also independently drove a cyber-resiliency feature from architecture proposal through to production delivery. At Veritas, I led anomaly detection for structured workloads (Oracle, MySQL) using unsupervised ML (K-Means, DBSCAN, Isolation Forest) and built the full ELK data pipeline - Logstash, Elasticsearch, Kibana - containerized with Docker and orchestrated with Kubernetes.

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