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Ayush Gupta

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Ayush Gupta

AI Engineer · 2+ years building production AI systems · Bangalore, India

AI Engineer building agents, RAG systems and AI-native products.

Skills

Languages
Python, Bash, JavaScript, TypeScript, Go, Swift, SQL, YAML
AI frameworks
LangGraph, LangChain, CrewAI, AutoGen, Google ADK, MCP (Model Context Protocol)
AI techniques
RAG, agentic AI, generative AI, NLP, deep learning, vector databases, Neo4j / GraphRAG, ColPali (visual retrieval), evaluation and LLM-as-judge checks
Data
Postgres + pgvector, Neo4j, Redis, Pinecone, MongoDB
Cloud
AWS (Solutions Architect Associate), GCP (Vertex AI, Cloud Run, Cloud Functions), Azure (Functions), Oracle Cloud Infrastructure (Generative AI Professional)
Engineering
FastAPI, Node.js and Express, Next.js and React, Docker, Linux, GitHub Actions, OpenTelemetry, Langfuse, Prometheus / Grafana

Experience

Full Stack LLM Development Analyst · Accenture

Bangalore · June 2024 to Present

Growth Catalyst ACE Award, for performance on critical, time-sensitive deliverables

  • Agentic systems. Designed and deployed a multi-agent architecture that automated complex decision flows and reduced manual oversight by 50%.
  • RAG pipelines. Built production RAG systems grounded in proprietary data, cutting hallucinations by 50% and raising contextual accuracy.
  • MCP integrations. Architected MCP server integrations connecting agents to enterprise APIs and internal tools, reducing custom glue code by 40%.
  • Vector search. Implemented vector search pipelines with embedding models and semantic chunking, improving retrieval precision by 35% and lowering query latency.
  • GCP ML infrastructure. Provisioned Vertex AI workspaces and Cloud Run services for model serving, with zero-downtime deployments and auto-scaling inference that handled 3x traffic spikes.
  • Telecom integration. Integrated AI agents into a major Indian telecom provider's cloud ecosystem with AutoGen-based wrappers, improving operational workflows by 25%.

Software Development Intern · BBIOT Technologies

Hybrid, Vellore · Feb to Apr 2023

  • Node.js backend (25+ APIs), Docker, Azure Functions data migration.

Projects

  • AtlasOpen source · Document intelligence

    In real filings, the answer lives in the layout: a number in a table cell, a stamp, a signature block. Atlas keeps the page intact, lets the model look at it, and highlights exactly where the answer came from.

    ColPali · LangGraph · Postgres + pgvector · Neo4j · GLiNER · Redis · Langfuse

    GitHub

  • GreenwashOpen source · Agent reliability

    When a coding agent can't fix a failing build, it sometimes makes it pass anyway. Greenwash catches it in the pull request.

    Python · GitHub Apps · TypeSafe · Docker

    GitHub

  • GesteiOS · Apple Vision

    A pose guidance camera, built in one week while learning Swift. Now on the App Store.

    Swift · iOS · Apple Vision

    App StoreWebsite

All work and open-source contributions

Education

  • B.Tech, Computer Science and Engineering (Bioinformatics) · Vellore Institute of Technology, Vellore, India · 2020 to 2024

Certifications

Publication: Advancing PD Diagnosis: Machine and Deep Learning in Neuroimaging, Vocal and Clinical Data (ResearchGate, Jun 2024)

Recognition: Amazon ML Summer School 2022