Lab — AREQEN

Built in-house.

The research and products we build for ourselves. The same models, agents and pipelines go into client work.

Research
PRECOG
Camera-only danger anticipation for autonomous vehicles, trained on 298,326 driving clips from 25 countries. 99.95% AP on the Car Crash Dataset and 30 FPS on a single consumer GPU.
- PyTorch
- ViT-B/16
- Hugging Face
Code and weights
Open source
Hallucination Fingerprints
Research into why language models hallucinate, identifying Relation Dropout and Last-Layer Suppression across 20,000 prompts. Released as the hallscan Python package.
- Python
- Transformers
- PyPI
Read the preprint
Product
EYE-FI
Screens a photo for five eye conditions and produces a PDF report, combining a trained vision model with Gemini.
- TensorFlow
- EfficientNet
- Gemini API
Open EYE-FI
Product
Insighta
Upload a CSV or Excel file and get dashboards, KPI summaries, anomaly alerts and plain-English insights.
- React
- Claude API
Open Insighta
Agent
LinkedIn Posting Agent
Finds the day’s news, writes the post, generates the image and publishes it every day with no manual input.
- GitHub Actions
- Llama 3
- Flux

Tell us what you want to grow.

A short brief is enough. We will come back with questions, a plan and a fixed quote, usually within two days.

trazmag@areqen.ie Start a project