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I'm a PADI Divemaster who builds production data systems, and I point a lot of that skill at the ocean. If you're an NGO or a researcher working with marine or environmental data, this is for you — come say hi. For small teams and shoestring projects, I often help for free.

OCEAN & RESEARCH

Marine side-projects

Monk-seal agent-based model

Monk-seal agent-based model

marine research
  • Understanding how endangered Mediterranean monk seals (Monachus monachus) use the waters off Madeira.

  • An agent-based model driven by real Copernicus ocean data, validated against published field studies.

  • Shows I can turn open ocean data into a model that stands up to scientific scrutiny.

GBIF / OBIS species-data pipeline

GBIF / OBIS species-data pipeline

data at scale
  • A pipeline over 162M+ marine-species occurrence records (GBIF/OBIS), enriched from 16% → 83% species coverage.

  • Built on BigQuery, dbt, Cloud Run — running for almost nothing.

  • If you have observation data that's messy or huge, this is the muscle for it.

DiveRoast

DiveRoast

AI agent on a shoestring
  • An LLM agent that parses my dive logs and roasts them against DAN safety guidelines (RAG + MCP + Gemini).

  • Runs on a €4.51/month server — proof that useful AI doesn't need a big budget.

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Dive & cleanup credentials

The diving isn't a hobby I keep separate — it's why the ocean work exists.

 

Underwater photography

A few frames from the work — more on Instagram at @kolm.waters

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How I help NGOs & researchers

  • Observation- & species-data pipelines (GBIF/OBIS-scale ingestion, enrichment, cleanup).

  • Ocean/environmental data plumbing (e.g. Copernicus) feeding models and analyses.

  • Absurdly cheap infrastructure so a grant funds research, not cloud bills.

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