Hello! I'm
Ayush Gupta
Full Stack LLM Development Analyst building production-grade agentic AI systems, RAG pipelines, and MCP integrations.
Currently open to AI/ML Engineer roles.
Connect With Me
Skills
Programming
Frameworks
Cloud & Infrastructure
Other Skills
Experience
Accenture
Full Stack LLM Development Analyst
Bangalore
June 2024 - Present
- Agentic Systems: Designed and deployed a multi-agent AI architecture that automated complex decision flows and reduced manual oversight by 50%.
- RAG Pipelines: Built production-grade RAG systems that grounded LLMs in proprietary data, cutting hallucinations by 50% and raising contextual accuracy.
- MCP Integrations: Architected Model Context Protocol (MCP) server integrations that let AI agents interact with enterprise APIs and internal tooling, reducing custom glue code by 40%.
- Vector Search: Implemented scalable vector search pipelines using embedding models and semantic chunking, improving retrieval precision by 35% and lowering query latency for RAG workloads.
- GCP ML Infrastructure: Provisioned GCP Vertex AI workspaces and Cloud Run services for model serving, enabling zero-downtime deployments and auto-scaling inference that handled 3x traffic spikes without manual intervention.
- Telecom Client Integration: Integrated AI agents into a major Indian telecom cloud ecosystem with Autogen-based cloud wrappers, improving operational workflows by 25%.
BBIOT Technologies
Software Development Internship
Hybrid(Vellore)
Feb 2023 - April 2023
- NodeJS: Wrote 4000+ lines of code for 25+ APIs to develop a backend using NodeJS and ExpressJS
- Docker: Containerized the application using Docker
- Azure cloud: Created automation scripts in Azure functions to periodically convert existing Wordpress MySQL database with initial 14000+ rows from Hostinger to MongoDB NoSQL
Projects
Atlas
Multimodal Due-Diligence Data Room Intelligence. Visual-citation RAG for M&A / investment data rooms.
Serverless RAG Lambda
A serverless Retrieval-Augmented Generation (RAG) API containerized with Docker and deployed on AWS Lambda for auto-scaling and cost-effectiveness. Ingests PDFs, chunks and embeds them, and uses Pinecone serverless vector database alongside LLM.
GenAI Marketing Platform
AI-driven marketing platform that automates personalized campaigns, real-time audience segmentation, and analytics dashboards using NLP-based content generation.
Metriq
Go based CLI tool for monitoring system's performance metrics based on 6 checks and gives suggestions for each OS to improve the overall system health. Official release is public.
Cardano Toolchain Containerization
Build Toolchain for Cardano using Containerization with 130+ lines of Dockerfile.
Past Projects
GPT WhatsApp Bot
FastAPI backend based application that uses the OpenAI API to generate responses to incoming messages.
AWS Resources Notifier
Comprehensive solution for monitoring AWS resources and sending notifications based on running resources on AWS. Used goroutines for concurrency.
Certifications
Awards & Recognition
Growth Catalyst ACE Award
Accenture
Recognized for outstanding performance on critical, time-sensitive deliverables.
Amazon ML Summer School 2022
Amazon (participant)
Selected for Amazon's Machine Learning Summer School program.