AI engineering skills

Each skill below is backed by shipped projects or verified professional experience.

• RAG & Grounded LLM Systems — LLM features that answer from the right source instead of from memory: document-grounded assistants, transcript-grounded chat and quality gates around generated output.
• Deepfake Detection — Deep learning for telling real images from synthetic ones — the subject of an MSc dissertation that reached 97% accuracy with an Attention-Enhanced EfficientNetB7.
• Computer Vision — CNN-based image classification, transfer learning on EfficientNet, model comparison against classical baselines, and shipping models behind a usable interface.
• Agentic & LLM Automation — Multi-step LLM pipelines that run unattended: model cascades with fallbacks, validation gates, scheduled automation and alerting when something breaks.
• Azure & Microsoft 365 — Three years operating Microsoft cloud estates for an EU client: identity, device management, Cloud PCs and the automation that keeps them compliant.

Work together

Open to AI engineering roles in Dublin, across Ireland and remote, and to freelance projects. Get in touch.