About

Open-source MLflow, focused on agent observability and on how evaluations are executed.

• Trace archival and streaming retrieval, evaluation job execution, and the communication between the server and the client SDK.
• Designed a pluggable execution framework for evaluation and scoring jobs, with process isolation, cancellation and timeout semantics held under test.
• Partnering with other Red Hat product teams to land their MLflow integrations, translating requirements into upstream changes and carrying them through public review.
• Maintaining Red Hat's downstream MLflow distribution shipped in OpenShift AI: release engineering, CI stability and dependency remediation.

Python / FastAPI / ASGI / async I/O / MLflow / Agent tracing / OpenShift AI

• Built the LLM evaluation metrics surface for TrustyAI: BLEU, ROUGE and Levenshtein.
• Rewrote the mathematical foundations of the drift and anomaly detection suite, including a full Python implementation of Jensen-Shannon divergence, and designed the API layer around it.
• Architected the service test infrastructure using dependency injection, with validation coverage across every endpoint.

Python / NumPy / SciPy / Statistical testing / Drift detection / Dependency injection / Podman

Agentic planning intelligence for Irish property and development.

• Ireland's only platform holding a live corpus of every application, decision, appeal and development plan across all 31 local authorities, updated in real time. 585,000+ decisions indexed.
• Built the entire agentic stack in-house with no orchestration frameworks: document-ingestion agents, a decorator-based tool harness deriving schemas from type signatures, retrieval with agentic query expansion, and guardrails.
• Every answer returns exact policy and section citations, a hard correctness requirement in a legal domain, alongside compliant handling of personal data in public application files.
• Supplies the planning data layer that Speed-Deed's product depends on in production.

Python / Agentic architecture / RAG and retrieval design / Tool-calling harness / LLM guardrails / Real-time ingestion

Pre-sale property and conveyancing platform.

• Took the product from zero to market in three months as founding engineering hire; now serving major conveyancing clients including Sherry FitzGerald, Ireland's largest estate agency.
• Led a team of two full-time engineers across architecture, delivery sequencing and release.
• Continuing as technical advisor since July 2026.

TypeScript / Vertex AI / GCS / KMS encryption / Document parsing at scale

Research-collaboration platform for universities.

• Led product and engineering from first prototype to deployments at universities across Ireland, the UK, Canada and India.
• Raised pre-seed funding and carried several letters of intent and partnership deals.
• Won LaunchBox, took a podium placement at ISEF, and completed the New Frontiers accelerator.

• Penetration testing and vulnerability reporting across client engagements.
• Cyber campaign management, including active and passive scanning.

Penetration testing / Vulnerability reports / Cyber campaign management