AI ENGINEERING · GENERATIVE AI · AGENTIC SYSTEMS

Building useful AI systems
from idea to production.

I'm Sweta Jain, a Senior AI Engineer with 6+ years of software development experience. I build practical AI applications across RAG, agentic workflows, cloud platforms and mobile engineering.

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Applied AI · Product-minded engineering Mumbai, India · Remote / Hybrid
6+Years in software
30%Less manual effort in agentic workflows
25%Lower hallucinations in RAG pipelines
20%LLM cost optimization

SELECTED WORK · 2025—2026

Projects that solve
real problems.

A selection of applied AI products and engineering tools, from deployed applications to local-first knowledge systems and developer tooling.

01 / FINANCIAL AIAUG 2026

Transaction Guard

AI Financial Risk Analyzer

An interactive bank-statement analysis experience that combines document intelligence, deterministic financial analytics and AI-generated explanations.

  • PDF-to-transaction extraction with Azure AI Document Intelligence
  • Explainable risk engine for spending patterns and unusual transactions
  • GPT-5 mini summaries and contextual recommendations via Azure AI Foundry
  • Streamlit dashboard with KPIs, charts and risk alerts
Azure AIPythonStreamlitGPT-5 mini
Open live app ↗
LIVE PROJECT PREVIEWOpen in new tab ↗
02 / PRIVATE AIAPR 2025

Local RAG

Private Internal Knowledge Platform

A local-first document intelligence platform designed to answer questions over internal knowledge while keeping sensitive data within the local environment.

  • Multiformat ingestion with Docling: PDF, DOCX, PPTX, HTML, Markdown and images
  • Qdrant vector retrieval with local Qwen 3.5 answer generation
  • RAG evaluation using Ragas, Recall, Precision, MRR and Hit Rate
  • SQLite registry and Docker-first deployment architecture
QdrantDoclingQwenDockerPython
Explore GitHub ↗Local-first deployment
LOCAL RAG · RETRIEVAL FLOWLOCAL
01Document ingestionPDF · DOCX · PPTX · Images
02Chunking & embeddingsDocling · Embedding model
03Vector retrievalQdrant · Semantic search
04Grounded responseLocal Qwen 3.5
PRIVATE BY DESIGN ● LOCAL PIPELINE

Document ingestion, retrieval and grounded responses.

03 / AWS · SERVERLESS AIFEB 2026

Generative AI Rural Assistant

AWS Serverless Conversational AI

A Hindi and English conversational assistant designed to make information more accessible through retrieval-augmented generation and a serverless architecture.

  • Amazon Bedrock Nova Lite with Nova Pro fallback
  • Serverless architecture using S3, API Gateway, Lambda and DynamoDB
  • Cache-first design with Titan Embeddings to reduce latency and cost
  • CloudWatch monitoring and IAM-based secure access
AWS BedrockRAGLambdaReactDynamoDB
Open live demo ↗ Explore GitHub ↗
RURAL ASSISTANT · LIVE DEMO Open in new tab ↗
04 / FINANCIAL INCLUSIONJUL 2025

AI Smart Sathi

Multilingual Financial Inclusion Platform

A conversational financial-assistance platform built around multilingual guidance, knowledge retrieval and WhatsApp-based user interactions.

  • Knowledge Retrieval Agent and User Interaction Agent
  • RAG-powered contextual financial guidance through WhatsApp APIs
  • Approximately 30% improvement in response accuracy through retrieval and prompt optimization
  • Privacy-first and responsible AI principles
LLMsRAGWhatsApp APIPythonn8n
Open live website ↗
LIVE PROJECT PREVIEWOpen in new tab ↗
05 / DEVELOPER TOOLINGAPR 2026

flutter_risk_detector

Flutter Diagnostics Toolkit

A published Flutter diagnostics toolkit for runtime diagnostics, rebuild detection, asynchronous lifecycle analysis and performance monitoring.

160/160pub points
80+automated tests
Multiplatform support
FlutterDartGitHub ActionsCI/CD
View package on pub.dev ↗
FD
FLUTTER PACKAGE Catch issues earlier.
Ship with confidence.
● Published on pub.dev
Package details ↗

ALSO BUILT

Mobile products & shipped apps

Earlier Android and Flutter work includes a music player, published on Google Play.

Jain Geetmala on Google Play ↗

A LITTLE ABOUT ME

Engineering with
purpose and curiosity.

I enjoy working at the intersection of applied AI, product thinking and software engineering—turning complex capabilities into reliable experiences people can actually use.

AI & LLM EngineeringRAG · Agentic workflows · LangGraph · LangSmith · LLM evaluation
Cloud & PlatformsAWS Bedrock · Lambda · Azure AI Foundry · Vector databases · Docker
Software EngineeringPython · Flutter · Kotlin · Java · REST APIs · Clean architecture
Product & DeliveryProduct Management with Generative & Agentic AI · BITS School of Management

HAVE A GOOD PROBLEM TO SOLVE?

Let's build something
that makes a difference.

swetajain04@gmail.com ↗