Cillian Berragan

Founding AI Engineer · Glasgow, Scotland

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Experience

  • Founding Engineer · Nebula AI

    Feb 2026 — Present
    Remote
    • Autonomous AI workforce platform: users deploy agents that take action across 600+ connected apps from conversation, no code.
    • Took ownership of the full backend early on; primary engineer driving the platform since.
    • Agent execution engine, durable workflow orchestration, multi-agent coordination, persistent memory, real-time streaming.
    • 600+ app integrations and the API surfaces powering the product.
  • Software Engineer · thirdweb

    Mar 2025 — Mar 2026
    Remote
    • Engineer on thirdweb AI: a conversational agent platform for interacting with onchain infrastructure and thirdweb dev tools.
    • Grew into the primary backend engineer, contributing across RAG pipelines, API development, and agent tooling.
  • Machine Learning Engineer · Consumer Data Research Centre

    Dec 2023 — Mar 2025
    Liverpool / Remote
    • Built a Retrieval-Augmented Generation search system over a collective UK Data Catalogue, powered by LlamaIndex.
    • Applied NLP to improve data discovery and access across the catalogue.
    • Stack: LangChain, ETL pipelines, vector search.
  • PhD Researcher · Geographic Data Science Lab

    Sep 2019 — Dec 2023
    Liverpool
    • NLP and geography research at the University of Liverpool.
    • Extracting and mapping cognitive place associations from Reddit and Twitter text.
  • Data Scientist · Consumer Data Research Centre (Leeds)

    Feb 2021 — May 2022
    Liverpool, part-time
    • Access to Healthy Assets & Hazards (AHAH): postcode-to-PoI drive-time index across England.

Education

  • PhD, Natural Language Processing & Geography · University of Liverpool

    2019 — 2023

    Thesis on extracting cognitive place from informal social media text.

  • MSc, Geographic Data Science · University of Liverpool

    2018 — 2019

    Distinction (82%). Dissertation 85%: parametric classification of UK rural roads from LiDAR.

Selected publications

  • Mapping Great Britain's semantic footprints through a large language model analysis of Reddit comments

    Computers, Environment and Urban Systems · Jun 2024

  • Mapping cognitive place associations within the United Kingdom through online discussion on Reddit

    Transactions of the Institute of British Geographers · Jan 2024

Full list on Google Scholar.

Skills

PythonNatural Language ProcessingLLMs / RAGAgent systemsLangChain / LlamaIndexETL pipelinesGeospatial dataPostgreSQLTypeScriptDagsterAWS