technical project management
Project Manager (Tech) — Data, AI & Engineering
I lead technical initiatives across data, software and AI — from architecture and implementation through production delivery.
Currently leading a 6–7 person engineering team at AYE Finance while staying close to system design, development, code review and production troubleshooting.
01
architecture · data · AI · production
Architected and shipped a company-wide analytics platform incorporating machine learning and GenAI capabilities. The work spans data, backend services and delivery rather than a single application layer.
02
data architecture · AWS · delivery
Architected 8+ ETL/ELT pipelines and CDC-based migrations using PySpark, AWS Glue and Lambda, processing 4B+ records across 5+ source systems. The Data Warehouse was delivered 3 months ahead of schedule.
03
GenAI · architecture · product delivery
Shipped Phase 1 of a multi-agent RAG system using LangGraph and AWS Bedrock for internal credit and policy queries, delivered through an Electron + Node.js application with a FastAPI backend and WhatsApp integration.
04
backend · security · reliability
Owns production services including the Vault Service for sensitive customer data and the Repeat Service, which underpins a significant part of the company's business and handles approximately 5 lakh requests per month.
Turn requirements into system boundaries, data flows, APIs and implementation plans.
Stay close to implementation through design reviews, code reviews and production troubleshooting.
Break large initiatives into executable workstreams, manage dependencies and drive releases.
Coordinate engineers and stakeholders while keeping enough technical context to make informed trade-offs.
AYE Finance
Lead a 6–7 person engineering team across data, backend and AI initiatives. Own technical planning, architecture, sprint execution, code reviews and stakeholder delivery while remaining involved in implementation and production systems.
AYE Finance
Led the end-to-end design and implementation of a data warehouse and ETL platform across multiple operational systems, processing 10M+ records. Designed data models and pipelines across LOS, LMS and CMS, presented the architecture to the CTO and coordinated delivery of an RBI compliance application with a 10-person team.
Finatic Labs
Developed full-stack ML features and UI/UX for a lending application, including an ML-based risk detection model reported at 93% accuracy.
XGBoost · WOE/IV · SMOTE · MLflow · LLM
An XGBoost model that ranks overdue loan accounts by recovery likelihood, with an interpretable scorecard benchmark and LLM-written segment reports.
LangGraph · FastAPI · AWS · pgvector · Razorpay · Langfuse
An async, multi-tenant customer-support platform: email and web chat feed a LangGraph supervisor with RAG, vision, action and escalation agents.
React · FastAPI · PostgreSQL · Analytics · RBAC
A live KPI dashboard for branch, zone and state operations at AYE Finance: React on the front, FastAPI and PostgreSQL behind it.
LangGraph · RAG · AWS Bedrock · Qdrant · FastAPI · Electron
Multi-agent RAG for credit and policy questions at AYE Finance, with guardrails, private document chat, and desktop and WhatsApp clients.
C++ · JUCE · React · TypeScript · Audio · ML
A JUCE audio plugin with a hardware-style UI, C++ DSP and an ML layer that recommends settings instead of processing audio.
XGBoost · SHAP · FastAPI · ML
Prioritises loan applicants with an XGBoost model and explains each ranking with SHAP.
Python · scikit-learn · statsmodels · lifelines · Credit Risk
An interpretable WOE/IV credit scorecard benchmarked against gradient boosting, plus survival and causal analysis of time-to-default on a public lending dataset.
ETL · Python · DuckDB · Spark · YAML
A metadata-driven ETL framework that compiles YAML pipeline definitions into DuckDB, Polars or Spark jobs.
FastAPI · RAG · Groq · NVIDIA NIM · pgvector · RAGAS
A two-service document platform with RAG chat, YouTube-to-notes and text-to-slides, routing inference across Groq and self-hosted NVIDIA NIM.
AWS · Bedrock AgentCore · Strands Agents · Agentic AI
A workshop entry for the AWS Agentic Football Cup, built with Bedrock AgentCore and the Strands Agents SDK.