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Vachan Ambati

@vachanambati

India

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What I'm looking for

Python GenAI and AI Automation Engineer with 5+ years experience. Seeking remote roles in Applied AI, GenAI, RAG, and Agentic AI. Skilled in Python, LangChain, LangGraph, OpenAI, FastAPI, n8n. Built RAG systems, document intelligence, lead pipelines. Immediate joiner for remote-first global roles.

I am a Python GenAI and AI Automation Engineer with 5+ years of experience spanning network automation, telecom operations, applied AI workflows, and LLM-powered business automation. My core strength lies in building practical AI systems that connect LLMs with business workflows, APIs, automation platforms, documents, and human approval processes.

I have developed RAG-style internal knowledge systems, document intelligence workflows, B2B lead qualification pipelines, AI-assisted outreach automation, and event-triggered orchestration workflows using Python, LangChain, LangGraph, OpenAI/Claude, FastAPI, n8n, Zapier, Make.com, APIs, webhooks, JSON, semantic search, embeddings, and vector database concepts. I also bring a strong infrastructure background from SD-WAN, VeloCloud, routing, switching, BGP, OSPF, MPLS, incident management, and enterprise network operations.

I am looking for remote or high-growth opportunities in Applied AI, GenAI Engineering, Agentic AI, RAG systems, AI automation, LLM application development, and AI platform engineering where I can build reliable, business-focused AI systems.

Experience

Work history, roles, and key accomplishments

AI Automation Developer

OmniMatter Exim Solutions Pvt Ltd

Jan 2024 - Feb 2026 (2 years 1 month)

Built LLM-powered agentic automation workflows for B2B lead generation, export operations, document processing, and internal productivity using Python and n8n with webhook-based orchestration. Designed event-triggered pipelines and RAG-style internal knowledge workflows, including document intelligence extraction for trade documents and compliance content with human-in-the-loop approvals.

N8n RAG LangGraph Python OpenAI Models Webhooks Document Intelligence Human In The Loop

Senior Network Automation Engineer

Prodapt Solutions

Dec 2021 - May 2022 (5 months)

Supported AT&T enterprise network operations across SD-WAN (VeloCloud), routing, switching, and cloud-connected infrastructure, coordinating incident resolution and escalation workflows. Contributed to SD-WAN migrations, deployment validation, and change execution using MOP-driven operational processes while documenting network changes and troubleshooting steps.

SD WAN VeloCloud BGP OSPF MPLS Network Troubleshooting Incident Management Change Management Routing And Switching Data Center Operations

Network Automation Engineer

Tech Mahindra

Jul 2018 - Oct 2021 (3 years 3 months)

Supported TELUS network operations across routing, switching, WAN environments, network monitoring, incident handling, and planned maintenance workflows. Resolved L2/L3 issues by analyzing logs and validating connectivity, and coordinated fixes and operational reporting for customer-impacting network events.

Routing And Switching WAN Network Monitoring MPLS Operational Reporting