Client Work

This project was built for a client engagement under a non-disclosure agreement. The client's name and other identifying details have been withheld — the write-up below covers the technical work, my role, and the solution architecture only. No source code or live demo is shared here for confidentiality reasons.

Capital markets technology / fintech (regulatory disclosure automation) · NDA

FilingPulse

An event-driven AWS pipeline that watches a public disclosure feed for new company filings, uses an LLM to turn dense financial PDFs into structured plain-text summaries for retail readers, and delivers them to a downstream notification system on a fixed schedule with no manual review step in the loop.

AWS Lambda

Amazon Bedrock (Claude)

Event-driven architecture

Python

LLM prompt engineering

AI & cloud consulting (internal tooling) · NDA

Doc Gen

An AI document-generation platform that turns a plain-English project description into a fully formatted, branded deliverable — Word documents, AWS architecture diagrams, or multi-slide decks — built on a filesystem convention that pairs a template with a prompt file instead of a database schema, so a new document type ships as a file addition, not a migration.

FastAPI

AWS Lambda

AWS Bedrock

LLM document generation

python-pptx

Docker / CI-CD

Elder care / Geriatric medicine · NDA

CareClerk Medical Copilot

An AI-assisted clinical documentation system for geriatric home-visit consultations. Audio recorded at the bedside is chunked, transcribed with speaker diarisation, and processed through a two-model AWS Bedrock pipeline to produce a structured 16-section clinical clerking report in under 35 seconds. A persistent conversational query engine lets doctors interrogate any patient's full history in natural language.

AWS Bedrock

Claude Sonnet

Amazon Nova Pro

AWS Transcribe

AgentCore Memory

AWS Lambda (container)

FastAPI

Python

MySQL

Amazon S3

consumer fintech (asset financing / layaway-style commerce) · NDA

Corivo

A multi-agent WhatsApp support assistant for a consumer fintech asset-financing platform, combining LLM-based intent routing, retrieval-grounded product and support agents, and a bounded human-escalation policy — deployed as a serverless system on AWS Lambda with a decoupled catalog-ingestion pipeline.

Multi-Agent Orchestration

RAG / pgvector

Prompt Engineering

AWS Lambda

FastAPI

digital / mobile-first banking (fintech) · NDA

Talvo

A conversational banking assistant that routes free-text chat into typed financial transactions (transfers, airtime, data, bills, tiered savings) via LLM tool-calling, with a separate retrieval-grounded path for product/FAQ questions. Deployed as a serverless FastAPI service with a discriminated-union response contract that lets one message resolve into multiple transactions at once.

AWS Bedrock (Claude)

Tool calling

RAG (Pinecone)

FastAPI

Serverless (Lambda)