AI Engineer & Team Lead

1/2023 – 10/2023

- Deployed dockerized academic OCR and Computer Vision models for text and table extraction
- Devised an innovative chunking algorithm and backend pipelines powered by Langchain and written in Python
- Desgined the frontend using NextJS and React, leveraging popular design systems (ant design) to ensure modern and intuitive user interfaces
- Extended the frontend to include a Chrome Browser Extension to facilitate engagement
- Orchestrated the data collection and insight generation workflow through user research, feedback components and dashboard visualizations
- Strategically utilized a serverless AWS infrastructure, leveraging DynamoDB and AWS Lambda for resource optimization, successfully scaling the product's user base to over 30,000 while maintaining an exceptional 99.99% uptime

Langchain, Large Language Models, Python, Typescript, Amazon Web Services (AWS), JavaScript, React (JavaScript library)

12/2022 – 12/2022

- Devised the collaborative framework for the development team, pushing standards and methodologies to ensure rapid development cycles.
- Owned the data collection procedures to drive business insights.
- Maintained a Langchain Dense Passage Retrieval QA pipeline with OpenAI
Embeddings over curated document base.
- Implemented state-of-the-art techniques for RAG optimization, such as query enrichment through metadata embedding.
- Deployed the dockerized application to Azure using Terraform

Mongodb, Langchain, Vektordatenbank, Python, Microsoft Azure

12/2022 – 12/2022

- Created a ReAct Agent with smart-memory management using Langchain and deployed it serverlessly via a dockerized FastAPI in Python.
- Implemented complex Data Connectors for third party applications such Whatsapp, Telegram and Notion (Mostly REST APIs)
- Customly scraped and converted complex HTML structures into readable markdown summaries of a plethora of websites, including Youtube and Github.
- Deployed the dockerized application serverlessly to AWS Cloud

Langchain, Large Language Models, Docker, Python, Amazon Web Services (AWS)