GIS & native computation
Rust/TERRALUX, GDAL, GEOS, PROJ, PostGIS, Python spatial execution and repeatable geoprocessing.
GEOTWINS AFRICA / AGOT / WORLD-TWIN SYSTEMS ENGINEERING
Spatial intelligence
Spatial intelligence
is only the beginning.
We are building the foundations of a multi-world geospatial operating system: professional GIS, native computation, traceable 3D environments, time-aware Worlds, scenario simulation and human-governed GeoAI in one extensible workstation.
AGOT · AFRICAN GEOSPATIAL OPERATIONAL TWINENGINEERED IN AFRICA / INTEROPERABLE GLOBALLYDISCOVER THE SYSTEM ↓
01 / SYSTEM DEFINITIONNot another map.
Not another map.
A spatial operating foundation.
A map shows where things are. A world twin must also record what was observed, when it was known, how it changed, which future is hypothetical, and what evidence supports the decision. AGOT joins that lineage to professional editing, spatial computation, simulation and controlled agents.
Our first applied wedge is climate-resilient infrastructure and urban planning in data-scarce African contexts. The system is designed to scale to utilities, environmental monitoring, transport, physical planning and other geographically grounded operations without inventing missing data.
LOCAL-FIRSTSOURCE-BOUNDTIME-AWAREHUMAN-APPROVED
02 / ONE INTEGRATED ARCHITECTUREOne engine of record.
One engine of record.
Many ways to understand place.
The current work links a native desktop shell, independent spatial processing engines, persistent world state, 2D/3D views, model providers and artifact-based execution. Different workstations should not create competing versions of the truth.
HUMAN INTERFACE / DESKTOP WORKSTATIONMap · Edit · Analysis · Imagery · Twin · Simulation · Worlds · GeoAI · Catalog · Plugins
Tauri 2 + React · Concept 6 desktop workspaces · permissioned operators
Twins, versions & time
Observed operational baselines, immutable versions, sourced features, persistent scenes and scenario ancestry.
Multi-engine 3D
MapLibre + Three.js, independent Three.js and Cesium globe views over authorized scene evidence.
GeoAI & simulation
Registered tools, bound model proposals, human approvals, durable jobs, scenario methods and execution receipts.
SHARED SPATIAL DATA AND PROVENANCEPostGIS · GeoPackage · COG · PMTiles · STAC · source hashes · registered Worlds · evidence receipts
Source rights, CRS, scientific validity and operator permissions constrain what the platform can assert.
This is the integrated engineering direction and source architecture, not proof of complete production acceptance across all components.
03 / CORE TECHNOLOGY SYSTEMSFrom geospatial operations
From geospatial operations
to multi-world intelligence.
These systems are developed together. Status denotes the evidence boundary, not a marketing maturity score.
A professional desktop, not a browser mockup.
Map, Edit, Geoprocessing, Analysis, Imagery and Catalog workspaces share a structured ribbon, source-aware layers, geoprocessing tools, saved projects and export pathways.
WINDOWS PUBLIC PREVIEW · INTEGRATION TESTINGComputation close to the data.
Rust/TERRALUX paths supplement GDAL/GEOS/PROJ, local services, PostGIS and bounded Python operations, with explicit CRS, geometry validity and no fabricated precision.
SOURCE IMPLEMENTATION · NUMERICAL GATES OPENOne scene. Three perspectives.
MapLibre 2D, a Three.js renderer for 3D tiles and detailed scenes, a standalone Three.js viewer, and a Cesium globe connect terrain and 3D objects to registered source identities.
SOURCE ENGINEERING · LARGE-SCALE / DATUM VALIDATIONDo not overwrite reality with a forecast.
Operational Worlds preserve observed facts; forked Scenario Worlds preserve hypothetical assumptions, provenance and temporal lineage. World versions and scene references are designed for reproducibility.
VERSIONED FOUNDATIONS · GENERALIZED COUPLING IN DEVELOPMENTObservations become reviewable evidence.
Raster discovery and processing, imagery pipelines, DEM terrain and source-backed change analysis feed spatial interpretation. EO foundation-model and full GPU execution remain controlled research and implementation targets.
GIS / RASTER PATHS · MODEL VALIDATION OPENExplore futures with explicit uncertainty.
Infrastructure exposure, water stress, urban extent and climate-related indicators can be compared across bounded hypotheses. Calibrated flood, city-scale and coupled model outputs need independent validation.
BOUNDED SOURCE WORKFLOWS · CALIBRATION OPENAI that can be audited.
The new host-independent Python Core introduces local provider adapters, typed GIS tools, frozen plans, SQLite durable jobs, operator approval and actual GeoPackage artifact receipts.
GIS HOST PUBLIC CHANNEL · NATIVE-HOST ACCEPTANCE OPENWork inside the systems teams already use.
Experimental QGIS plugins, an ArcGIS Pro Python toolbox, an authentic native .NET add-in and a portable SDK provide standalone local workflows and a path toward common connected AGOT intelligence.
INDEPENDENT SDK/PLUGINS · MANUAL UPGRADESModels propose. Registered tools execute.
Provider-neutral planning, policy-bound tool registration, job provenance and artifact contracts are the basis for future MCP, independent specialist agents, richer skills and multi-engine workflows.
EVOLVING HARNESS · FULL PARITY NOT YET ACCEPTED04 / EVIDENCE → JOB → ARTIFACT → WORLDEvery outcome
Every outcome
should explain itself.
A controlled workflow can be inspected before and after execution; a model suggestion alone is not an authoritative GIS result.
- 01
Ground
Identify permitted data, CRS, timestamps, licences, exact sources and relevant World state.
- 02
Plan
Resolve typed operations and explicit preconditions against available host and model capabilities.
- 03
Review
Freeze source hashes and parameters; the operator authorizes the exact effects, not an open-ended prompt.
- 04
Execute
Run registered GIS and simulation tools with durable status, bounded resources and fail-closed errors.
- 05
Validate
Check the actual artifact, geometry/CRS, output checksum and execution provenance before reuse.
- 06
Version
Promote reviewed evidence into an appropriate World or export; do not silently mutate observed reality.
05 / PUBLISHED ENGINEERING EVIDENCEThe shipping code
The shipping code
sets the boundary.
Current public releases and their precise source claims come from the GitHub distribution channel. Future versions appear here without changing the website code.
Checking public AGOT release…
Windows x64 workstation, currently an experimental channel. Review actual MSI scope, requirements, signing and installation limitations in the released notes.
Release details and Windows download ↗GeoAI checking public release…
QGIS, ArcGIS Pro, independent SDK files and shared local GeoAI Core. Package publication is not live-host certification.
Release changes, host packages and SDK ↗06 / 2027 AND BEYONDA long-term operating system.
A long-term operating system.
Built through verifiable gates.
GeoTwins' vision is much larger than a single Windows installer. Broader capabilities remain engineering targets until source, integration, security, scientific and native-host acceptance are demonstrated.
Windows workstation & GIS hosts
Continue Concept 6 consolidation, local-first GIS and reviewed GeoAI, durable workflow integration, QGIS/ArcGIS pairing and native live testing.
Linux desktop
Fedora and Debian-family native evaluation, AppImage/DEB packaging, portable geospatial runtime, drivers, installer and GPU acceptance. No Linux download is advertised yet.
macOS desktop
Apple Silicon and Intel feasibility, native GIS/runtime packaging, host permissions, signed/notarized DMGs and measured hardware acceptance. No macOS installer has shipped.
Multi-world spatial intelligence
General world generation, coupled scenario models, interoperable world relationships, city-scale 3D/point clouds and broader GeoAI agent workflows subject to scientific and operational verification.
Readiness is evidence-based. A source module, green unit test or released ZIP is not proof of a certified end-to-end system. We separate shipped public preview capabilities, ongoing engineering and researched future directions.
ARCHITECTURE / OPEN VALIDATION
Go from architecture to testable workflows.
Inspect published SDKs, native GIS integration boundaries and reproducible source examples alongside the broader AGOT technology direction. A roadmap is not evidence of installed-app acceptance.
12 NOVEMBER 2026 / RELEASE MILESTONE
Three public preview products.
AGOT Desktop 1.0.8, GeoAI Hosts & SDK 0.8.0 and the independently installed GeoTwins Harness 0.8.0 are public, each with a versioned manifest, checksums and compatibility notes. Published binaries passed upload-size and GitHub SHA-256 verification; native installed acceptance remains a separate release gate.