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scotch-ajison/README.md

Scotch Ajison

GIS Systems Architect. Harare, Zimbabwe (UTC+2, which is a full working day of overlap with Central Europe).

I build production geospatial systems end to end: spatial databases, backend services, web mapping front ends, and the remote sensing and spatial ML pipelines that feed them.

I was the GIS systems architect on the team that delivered Zimbabwe's national eCadastre and the first GIS-driven mortgage system in Zimbabwean banking. Both are live in production.

Stack

Python · Django · GeoDjango · PostgreSQL · PostGIS · GeoServer · OpenLayers · React · Docker · Linux · QGIS

Sentinel-2 and drone imagery processing, land cover classification, change detection, retrieval pipelines over domain corpora.

What is here

Most of my work over the last six years sits in private client repositories and is not mine to publish. zimkb is the exception, and it is the better example anyway.

It turns a photograph of a sick crop into a diagnosis and a prescription a Zimbabwean smallholder can actually act on. Claude vision describes the leaf forensically and is forbidden from naming a disease, retrieval matches that description against a 281-condition knowledge base I researched and built, and a second stage pulls each candidate's differential and management sections by metadata lookup rather than a second similarity search. The core retriever is pure-Python BM25 with zero dependencies and runs offline, because connectivity in the field is not a given.

Retrieval accuracy on fifteen field-phrased symptom descriptions: 13/15 top-1, 15/15 top-3.

Elsewhere

Portfolio and case studies: scotchajison.com

Popular repositories Loading

  1. scotch-ajison scotch-ajison Public

    Config files for my GitHub profile.

  2. scotch-portfolio scotch-portfolio Public

    Forked from munashe-chivandire/scotch-portfolio

    Scotch Ajison — Spatial Intelligence Consultant Portfolio

    TypeScript

  3. RS5M RS5M Public

    Forked from om-ai-lab/RS5M

    RS5M: a large-scale vision language dataset for remote sensing [TGRS]

    Python

  4. zimkb zimkb Public

    Photo-in, diagnosis-out crop disease pipeline for Zimbabwe. Two-stage retrieval over a 281-condition knowledge base, Claude vision + reasoning. Zero-dependency BM25 core.

    Python

  5. qgis-fieldpack qgis-fieldpack Public

    Pack a huge orthophoto into one shareable PMTiles file plus an offline viewer that opens with no server, no internet and no QGIS. QGIS plugin + headless Python CLI.

    Python