Your AI prototype
should already be
in production.
I turn AI experiments into reliable, production-ready systems — LLM agents, RAG pipelines, and automation workflows that actually ship.
Free · 30 minutes · No commitment
Services
Specialized AI engineering for startups and scale-ups. I take projects from concept to production — fast, reliable, and built to last.
LLM Integration
Production-ready LLM systems that go beyond demos — reliable pipelines, evaluated outputs, and cost-optimized deployments.
- ✓RAG pipelines & knowledge bases
- ✓Prompt engineering & evaluation
- ✓LangChain / LangGraph agents
- ✓LLM-as-judge & monitoring
AI Automation & n8n
End-to-end workflow automation powered by AI — from document processing to multi-step agent pipelines with n8n at the core.
- ✓n8n workflow design & deployment
- ✓API & webhook integrations
- ✓Document processing pipelines
- ✓Multi-agent orchestration
AI Strategy & Consulting
Turn your AI ideas into a concrete roadmap. From use-case discovery to architecture design and PoC delivery.
- ✓Use-case discovery & scoping
- ✓Architecture design & review
- ✓PoC development
- ✓Team enablement & training
Featured Projects
WhatsApp AI Agent
2026
Context-aware conversational AI agent delivered over WhatsApp. Built with LangChain for agent orchestration, a custom MCP server for structured tool calling, and LightRAG for knowledge graph-based long-term memory — enabling the assistant to retain context across sessions and reason over a connected knowledge base.
AI Recruitment Engine
2025
End-to-end AI pipeline for automated talent matching at a recruiting startup. LLM-powered CV parsing extracts structured candidate profiles; semantic embeddings and pgvector power similarity search to rank candidates against job requirements. Reduced manual screening from hours to seconds per job posting.
n8n Multi-Agent Automation Platform
2025
Production automation workflows built on n8n, orchestrating LLM agents, RAG pipelines, and third-party APIs to replace manual business processes. Covers document processing, lead qualification, data enrichment, and notification routing — all with error handling and human-in-the-loop escalation.
3× Hackathon Champion — AI 2025/2026
2025 – 2026
1st place at ElevenLabs Hackathon (n8n automation category), 1st place at NEAR AI Hackathon (AI agent category), and 1st place at AI Hardcore Hackathon (LLM cost & latency optimisation). Nine podium finishes total across AI-focused hackathons in 2025–2026.
Technology Stack
Production-grade tools and frameworks for building intelligent, scalable AI systems
LLM & AI Frameworks
Backend & APIs
Data & Vector Databases
Cloud & Infrastructure
Automation & Tools
Development Practices
Work Experience
AI & Automation Engineer
- ▹WhatsApp AI agent built with LangChain, custom MCP server, LightRAG knowledge retrieval. Deployed via Cloudflare Tunnel with PM2.
- ▹Designed and deployed multi-step agent workflows in n8n — covering data pipelines, approval chains, and conditional routing.
AI Engineer
- ▹Engineered and benchmarked prompts for healthcare content generation, achieving 80% alignment with expert content using LangChain, FastAPI, pgvector, Docker, and Streamlit.
- ▹Built automated prompt evaluation platform for systematic LLM and RAG parameter optimization — reducing manual testing effort significantly using Python, FastAPI, and Streamlit.
- ▹Developed table extraction and calculation workflows with accurate data validation and compliance requirements using Python, FastAPI, and Pandas.
AI/ML Engineer
- ▹Built end-to-end AutoML platform covering noise reduction, feature engineering, model training, testing, and visualization using scikit-learn, Streamlit, and Plotly.
- ▹Built data pipelines and managed PostgreSQL databases — instrumenting systems end-to-end for reliable data flow.
Delivery Rider
- ▹In parallel: Completed Data Science & Data Analyst bootcamps at Stackfuel and self-studied AI/ML alongside 30hrs/week.
Data Scientist / PhD Student
- ▹Completed PhD in Experimental Physics (Magna Cum Laude) in collaboration with BAM — publishing 8 peer-reviewed articles including 3 as first author.
- ▹Built end-to-end data pipelines, simulations, and visualizations using MATLAB.
Physics Teacher
- ▹Taught physics and mathematics to 120 students across 4 classes.
Automation Engineer / Data Scientist
- ▹Built the world's most accurate quantum yield measurement system for nanoparticles using LabVIEW, NI DAQ, and MATLAB — recognized as Paper of the Month.
Achievements & Awards
AI Builders Open Claw Hackathon
Open Claw Track
Secured second place in the Open Claw track, building a cutting-edge AI solution against top builders.
View DetailsNeedle Hackathon
General Track
Third place in the general track of the Needle Hackathon, delivering an innovative AI-powered application.
View DetailsElevenLabs Hackathon
n8n Category
First place in the n8n category, combining ElevenLabs voice AI with n8n automation workflows.
View DetailsNEAR AI Hackathon
Shade AI-Agent Category
First place winner in the Shade AI-Agent category, demonstrating advanced AI agent development skills.
View DetailsAI Hardcore Hackathon
LLM Prediction Latency/Cost Category
Won first place for optimizing LLM prediction latency and cost, showcasing deep understanding of AI performance optimization.
View DetailsMasterschool Student Hackathon
SMS-Service - Wolves of Wall Street App
First place for developing an innovative SMS-Service application during the Masterschool hackathon.
View DetailsDistributed AI Hack Berlin
Open Track
Secured second place in the open track of Distributed AI Hack Berlin, competing against top AI developers.
View DetailsIronHack DevOps Hackashow
DevOps Track
Second place in the DevOps track, demonstrating expertise in cloud infrastructure and automation pipelines.
View DetailsBusiness Plan Contest TOP 10
BPW Berlin-Brandenburg
Achieved Top-10 placement in the prestigious Berlin-Brandenburg Business Plan Contest for innovative sensor analytics platform.
🎯 6 Hackathon Wins in 2025 & 2 Podiums in 2026
Demonstrating rapid prototyping and innovative AI solutions