ActiveInferenceInstitute
@ActiveInferenceInstitute
Public Skills
geo-infer-bayes
by ActiveInferenceInstitute
Bayesian inference and probabilistic modeling for geospatial data. Use when building hierarchical models, computing posteriors with PyMC or TFP, performing variational inference, model comparison (LOO/WAIC/DIC), or spatial Gaussian processes.
geo-infer-risk
by ActiveInferenceInstitute
Geospatial risk modeling including catastrophe models, exposure analysis, and underwriting. Use when assessing spatial risk, building catastrophe models, analyzing exposure/hazard/vulnerability, or computing portfolio risk metrics.
geo-infer-spm
by ActiveInferenceInstitute
Statistical Parametric Mapping for geospatial data. Use when performing GLM-based spatial analysis, random field theory corrections, cluster-level inference, or neuroimaging-style statistical mapping on geographic datasets.
geo-infer-space
by ActiveInferenceInstitute
H3 hexagonal spatial indexing and multi-backend spatial operations. Use when working with H3 cells, spatial indexing, coordinate systems, raster/vector operations, or any spatial backend dispatch (H3, SRAI, PostGIS).
geo-infer-test
by ActiveInferenceInstitute
Unified test runner and testing infrastructure for the GEO-INFER ecosystem. Use when running cross-module tests, configuring test categories, setting up test fixtures for spatial data, or analyzing test results.
geo-infer-place
by ActiveInferenceInstitute
Place-based analysis with H3 hexagonal indexing. Use when performing place identification, catchment area analysis, county/region geometry loading, or H3-based place-shedding and geographic boundary operations.
geo-infer-sec
by ActiveInferenceInstitute
Security and threat detection for geospatial systems. Use when implementing spatial access control, anomaly detection on access patterns, geospatial threat assessment, security auditing, or spatial data anonymization.
geo-infer-sim
by ActiveInferenceInstitute
Agent-based simulation for geospatial environments. Use when building spatial simulations, modeling agent interactions in geographic space, running Monte Carlo spatial experiments, or comparing spatial planning scenarios.
geo-infer-ant
by ActiveInferenceInstitute
Ant Colony Optimization and swarm intelligence for geospatial problems. Use when solving spatial optimization with ACO, PSO, ABC algorithms, implementing stigmergic coordination, or optimizing geographic routing and resource allocation with bio-inspired methods.
geo-infer-math
by ActiveInferenceInstitute
Spatial statistics, topology, and graph theory for geospatial analysis. Use when computing Moran's I, spatial autocorrelation, geodesic distances, graph connectivity, kernel density estimation, or any mathematical operation on geographic data.
geo-infer-act
by ActiveInferenceInstitute
Canonical GEO-INFER Active Inference implementation. Use when implementing or reviewing free-energy minimization, belief updating, generative models, policy selection, H3/spatial active inference, or typed ACT diagnostics.
geo-infer-examples
by ActiveInferenceInstitute
Working examples and module orchestration patterns. Use when looking for usage examples, cross-module orchestration patterns, end-to-end workflows, or reference implementations of GEO-INFER capabilities.
geo-infer-intra
by ActiveInferenceInstitute
Central documentation hub and cross-module integration guides for GEO-INFER. Use when navigating documentation, finding cross-module integration patterns, understanding data flow architecture, or locating tutorials and API references.
geo-infer-iot
by ActiveInferenceInstitute
IoT sensor data ingestion and real-time streaming for geospatial monitoring. Use when connecting to MQTT brokers, processing sensor streams, validating spatial sensor data quality, or building real-time geospatial monitoring pipelines.
geo-infer-metagov
by ActiveInferenceInstitute
Meta-governance frameworks for geospatial decision-making. Use when implementing polycentric governance, multi-level institutional analysis, stakeholder engagement, conflict resolution, or adaptive governance scenarios for spatial resource management.
geo-infer-norms
by ActiveInferenceInstitute
Normative inference and compliance tracking for geospatial governance. Use when evaluating spatial policy compliance, tracking governance metrics, computing normative content influence (Jaccard similarity), or managing multi-criteria regulatory frameworks.
geo-infer-ops
by ActiveInferenceInstitute
Operations, monitoring, and observability for geospatial infrastructure. Use when setting up monitoring dashboards, configuring alerts, tracking system health, or managing deployment of spatial services.
geo-infer-pep
by ActiveInferenceInstitute
Public engagement platform for geospatial projects. Use when building CRM for spatial stakeholders, managing public consultations, tracking community engagement with geographic planning, or running participation analytics.
geo-infer-ag
by ActiveInferenceInstitute
Precision agriculture and soil health modeling. Use when analyzing soil health, crop water usage (FAO-56), carbon sequestration (IPCC Tier 1), precision farming, or agricultural land management.
geo-infer-agent
by ActiveInferenceInstitute
Multi-agent geospatial systems with Active Inference. Use when building spatial agents, implementing perception-action loops, managing agent telemetry, or coordinating multi-agent spatial exploration.
geo-infer-ai
by ActiveInferenceInstitute
Machine learning pipelines and model selection for geospatial AI. Use when training spatial ML models, building prediction pipelines, performing feature engineering on geographic data, or selecting between ML approaches for spatial problems.
geo-infer-api
by ActiveInferenceInstitute
REST and GraphQL API endpoints for geospatial services. Use when building API routes, defining spatial query endpoints, or exposing GEO-INFER functionality as web services.
geo-infer-app
by ActiveInferenceInstitute
Application framework for geospatial dashboards and web interfaces. Use when building spatial dashboards, map-based UIs, agent control widgets, interactive geospatial web applications, or configuring agent parameters through forms.
geo-infer-art
by ActiveInferenceInstitute
Generative geospatial art and cartographic visualization. Use when creating artistic map visualizations, generative spatial art, interactive cartographic displays, animation sequences, or aesthetically-focused geographic rendering.
geo-infer-bio
by ActiveInferenceInstitute
Biodiversity analysis and ecological modeling. Use when analyzing species distributions, habitat connectivity, biodiversity indices, ecological networks, conservation planning, or ecosystem health assessment.
geo-infer-civ
by ActiveInferenceInstitute
Civic engagement and participatory mapping. Use when building participatory GIS, STEW-MAP implementations, community mapping platforms, citizen science data collection, or democratic spatial planning processes.
geo-infer-climate
by ActiveInferenceInstitute
Climate modeling and environmental analysis. Use when analyzing climate data, projecting future climate scenarios (RCP/SSP), computing climate indices (SPI, PDSI), performing statistical downscaling, or assessing climate change impacts on geographic regions.
geo-infer-cog
by ActiveInferenceInstitute
Cognitive modeling for geospatial agents including attention, memory, and trust. Use when implementing spatial attention mechanisms, working memory for geographic contexts, or trust dynamics in multi-agent geospatial systems.
geo-infer-comms
by ActiveInferenceInstitute
Communication systems for geospatial coordination. Use when implementing spatial messaging, multi-channel notifications (email/SMS/push), event streaming, spatial message routing, or subscriber management for geographic broadcasts.
geo-infer-data
by ActiveInferenceInstitute
Data connectors, ETL pipelines, and data management for geospatial datasets. Use when loading spatial data from databases, APIs, files (GeoJSON, Shapefile, GeoParquet), or building data transformation pipelines.
geo-infer-econ
by ActiveInferenceInstitute
Geospatial economics and bioregional market modeling. Use when analyzing spatial economic patterns, bioregional markets, location-based pricing, call auctions, or supply-demand modeling with geographic context.
geo-infer-edu
by ActiveInferenceInstitute
Educational technology for geospatial learning. Use when creating spatial analysis curricula, interactive GIS exercises, learning progression models, competency assessment for geographic concepts, or step-by-step spatial tutorials.
geo-infer-emergency
by ActiveInferenceInstitute
Emergency management and disaster response. Use when planning search and rescue, optimizing emergency resource deployment, modeling disaster scenarios, coordinating evacuation routes, or managing multi-agency response logistics.
geo-infer-energy
by ActiveInferenceInstitute
Energy systems analysis and renewable energy siting. Use when computing LCOE, analyzing energy grid spatial patterns, optimizing renewable energy placement, assessing energy storage, or performing techno-economic analysis of energy projects.
geo-infer-forest
by ActiveInferenceInstitute
Forest analysis and forestry management. Use when analyzing forest cover change, timber inventory, deforestation detection, forest carbon stocks, wildfire risk assessment, or canopy structure analysis.
geo-infer-git
by ActiveInferenceInstitute
Git-based versioning and collaboration for geospatial datasets. Use when versioning spatial data, managing geospatial dataset lineage, tracking spatial data changes, resolving merge conflicts in geospatial formats, or building reproducible analysis pipelines.
geo-infer-health
by ActiveInferenceInstitute
Spatial epidemiology and public health analysis. Use when modeling disease spread, analyzing health disparities, performing spatial health risk assessment, building epidemiological surveillance systems, or assessing healthcare accessibility.
geo-infer-log
by ActiveInferenceInstitute
Logistics optimization including route planning, fleet management, delivery scheduling, and supply chain modeling. Use when optimizing delivery routes, managing fleets, analyzing supply chain resilience, or computing emissions from transportation.
geo-infer-marine
by ActiveInferenceInstitute
Marine and ocean analysis for coastal and offshore environments. Use when analyzing ocean currents, marine ecosystems, coastal erosion, bathymetry, marine protected area planning, or fisheries management.
geo-infer-org
by ActiveInferenceInstitute
Organizational modeling for geospatial entities. Use when modeling organizational structures, spatial resource allocation, inter-organizational network analysis, or institutional spatial analysis for governance.
geo-infer-req
by ActiveInferenceInstitute
Requirements engineering and traceability for geospatial projects. Use when managing spatial project requirements, building traceability matrices, implementing P3IF frameworks (Purpose, People, Process, Infrastructure, Finance), or tracking requirement coverage and verification.
geo-infer-time
by ActiveInferenceInstitute
Time series analysis and temporal modeling for geospatial data. Use when analyzing temporal patterns, forecasting spatial time series, detecting change points, or working with spatio-temporal datasets.
geo-infer-transport
by ActiveInferenceInstitute
Transportation network analysis and traffic modeling. Use when analyzing road networks, simulating traffic (BPR model), forecasting traffic (EWMA), computing emissions, or optimizing transport routes.
geo-infer-water
by ActiveInferenceInstitute
Water resource management and hydrological modeling. Use when analyzing watersheds, water quality, hydrological networks, groundwater systems, water supply/demand planning, or flood risk assessment.