Projects

Selected projects

Selected projects across AI engineering, machine learning, data science, and software systems.

08 projects

08 projects

AI, ML & software

Client work is unnamed by agreement

The agent answering a customer in WhatsApp and asking for delivery details.

01

WhatsApp Commerce Agent

AI agents · Automation · Integrations

Built a 135-node ordering and customer-service agent for WhatsApp. It routes user intent, retrieves live WooCommerce information, and requires human approval before any customer-facing reply.

  • n8n
  • Groq
  • WooCommerce
  • WhatsApp Cloud API
Result 135-node workflow 2026
The pipeline dashboard showing 568K reviews processed and a weighted F1 of 0.845.

02

SentiStream

Distributed ML · Streaming data

Real-time sentiment analysis for Amazon food reviews using Kafka streams, Spark MLlib, MongoDB and Flask. Team of four; I built the streaming pipeline.

  • Kafka
  • Spark MLlib
  • MongoDB
  • Flask
  • Docker
Result F1 0.845 · 568K reviews GitHub (opens in a new tab)

03

KvK Intelligence Agent

AI agents · Research automation

An AI research agent that combines Dutch company-register data and web signals to generate a sales intelligence briefing, delivered as a one-page PDF.

  • Python
  • LangChain
  • Gemini 2.5 Flash
  • KvK API
  • Streamlit
Result Briefing in under 60s 2026
The two-week forecast screen: busiest day, peak hour and a traffic chart.

04

Restaurant Analytics

Machine learning · Forecasting · Full stack

Analyses a restaurant's historical orders and uses an LSTM model to forecast upcoming demand, then translates the forecast into purchasing recommendations.

  • FastAPI
  • TensorFlow
  • React
  • TypeScript
  • Gemini
The detector returning a fake verdict at 98.4% confidence with its threshold.

05

DeepFake Detection

Computer vision · Deep learning

Upload a video and get a verdict with its reasoning attached. It samples sixteen usable frames, scores each with a fine-tuned EfficientNet-B0, and shows the numbers.

  • PyTorch
  • EfficientNet-B0
  • MediaPipe
  • Gradio
Result AUC 0.843 · 428 videos GitHub (opens in a new tab)

06

HR & Onboarding Copilot

Enterprise AI · RAG

Microsoft Teams assistant answering staff HR questions in Dutch, with a source citation on every answer and IT-ticket creation without leaving the chat.

  • Copilot Studio
  • GPT-4o
  • SharePoint
  • Power Automate
Built and tested 2026

07

Review Response Agent

LLM automation · Human in the loop

Drafts a response to each new Google review and sends it to the business owner through WhatsApp for approval before anything is published.

  • n8n
  • Google Business Profile
  • LLM drafting
  • WhatsApp Cloud API
Built and tested 2026
The JADE sniffer showing messages passing between broker, ontology and resource agents.

08

NetSA

Multi-agent systems

A query goes to a society of agents, not a search box: a broker routes it, an ontology agent widens it, two resource agents answer from Wikipedia and the web.

  • Java
  • JADE
  • FIPA-ACL
  • Wikipedia API
  • Tavily

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The experience behind the projects.