DEVELOPERS / GEOTWINS

Build with geospatial software you can examine.

AGOT, GIS host integrations, spatial processing and GeoAI need clear public installation guides and testable contracts. These documents begin with release-specific evidence and distinguish local execution from future platform ambitions.

01 / GET STARTED

Choose the technical entry point.

The current AGOT Windows preview and the GeoAI host SDK have separate official distribution channels. A published package does not prove it has passed installed-app acceptance tests in your environment. Start with the correct release, review its notes and verify your desired workflow.

WINDOWS / AGOT

Desktop installation and verification

Check actual installers, release notes, SHA-256 digests, prerequisites and a small GIS import.

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GIS METHODS

Geoprocessing quality and outputs

Check CRS, projections, geometry, buffer, clip, intersection and durable output evidence.

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HOSTS / SDK

QGIS, ArcGIS Pro and GeoAI integrations

Understand host packages, model-provider requirements, human approvals and execution receipts.

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02 / SOFTWARE

Actual distributions and capabilities.

Use AGOT's product page for current Windows release metadata. QGIS plugins, ArcGIS Pro add-ins and Python SDK packages are distributed and validated separately. Verify host versions, native dependencies, security and any local model runtime before enabling operations that can modify GIS data.

03 / REPRODUCIBILITY

Start from an inspectable algorithm.

Our open examples demonstrate point-to-corridor distance and land-cover class transitions using invented input data. They are deliberately runnable without AGOT or credentials so another person can validate outputs. Real GIS deployments still require real source files, spatial reference systems, geometry validation and native-host testing.

LATEST PUBLIC DISTRIBUTION

Three separately installed development products.

Current public previews include AGOT Desktop 1.0.8, GeoAI Hosts & SDK 0.8.0 and GeoTwins Harness 0.8.0. Harness is an independent local-first agent workstation, not part of the Python SDK wheel or Desktop MSI.

TECHNICAL COLLABORATIONS

Build against verifiable outcomes.

Describe the target GIS environment, licensed data, required operation and acceptance criteria. Native-host execution and product maturity must be verified independently.

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GEOTWINS AFRICA / DIRECT ENQUIRIES

Contact GeoTwins Africa

Tell us about a project, your experience or a private pilot request. A message does not grant access automatically.