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GCRI · Artificial Intelligence and Autonomous Systems

Global subject programme

Priorities of Artificial Intelligence and Autonomous Systems shared across countries, and the methods used to compare them. A global programme is a shared agenda, not a claim of global offices.

01Workspace

The workspace for global subject programme.

Programme portfolio

AI and autonomous systems · Global subject programme · Example interface, not a record

Portfolio viewGCRI · Artificial Intelligence and Autonomous Systems

Where the work sits

example geography

Portfolio

Model registryModel registry and cardsBuildOn track
Deployment zone AIncident reporting pipelineBuildAt risk
Agent sandboxEvaluation suite v2ScopingOn track
Evaluation labPublic service pilotBuildOn track

Decisions waiting on owners

  1. D-1Model registry and cardsEvaluation lead · decision record14 d
  2. D-2Incident reporting pipelineEvaluation lead · decision record2 d
  3. D-3Evaluation suite v2Model owner · decision record11 d
Programme portfolio.Illustrative interface; not live data.

Artificial Intelligence and Autonomous Systems · Programme portfolio. Programme portfolio: example names and illustrative values, not a record.

02Scope

Global subject programme in Artificial Intelligence and Autonomous Systems.

  1. 01

    Model evaluation

    Validity, calibration and generalisation.

  2. 02

    Agentic systems

    Tool access, delegated authority and safe execution.

  3. 03

    AI cyber security

    Adversarial methods and model exposure.

  4. 04

    AI in science

    Discovery and reproducibility.

  5. 05

    AI and public services

    Public accountability, access and rights.

  6. 06

    Autonomous physical systems

    Robots, sensors and controls.

03Geography

Connected activity in East Asia.

Night lights, population density and land cover over East Asia, from NASA GIBS. Each layer carries its own date.

The interactive map needs JavaScript; the layer list and sources are below.

Layers 3

Connected activity, for this page

About this layer
Evidence
Observed
Source
VIIRS Black Marble (VNP46A2) (NASA LAADS DAAC)
Provider
NASA LAADS DAAC
Licence
NASA open data
Vintage
daily; Satellite radiance, corrected for moonlight and atmosphere
Newest at build
2026-10-12
Resolution
about 500 m grid
Uncertainty
Satellite night-time radiance for the date shown; lights are a proxy for electricity use and outages, not a measurement of supply or access.
Reached through
gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
Evidence
Estimated
Source
Gridded Population of the World v4.11 (NASA SEDAC (CIESIN, Columbia University))
Provider
NASA SEDAC (CIESIN, Columbia University)
Licence
CC BY 4.0
Vintage
null; Census-based estimate, static (2020)
Resolution
about 1 km grid
Uncertainty
Census-based estimate of people per square kilometre in 2020, shown as exposure context; not a count of people affected by any hazard.
Reached through
gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
Evidence
Observed
Source
VIIRS NOAA-20 corrected reflectance (NASA LANCE)
Provider
NASA LANCE
Licence
NASA open data
Vintage
daily; Satellite image
Newest at build
2026-10-14
Resolution
about 250 m grid
Uncertainty
Satellite image. Satellite or model raster as the provider publishes it. Clouds, swath gaps and retrieval error leave gaps and noise; values are indicators, not measurements at a place.
Reached through
gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
Evidence
Modelled (latest year GIBS publishes)
Source
MODIS Terra and Aqua land cover (MCD12Q1) (NASA LP DAAC)
Provider
NASA LP DAAC
Licence
NASA open data
Vintage
yearly; Satellite classification; latest year GIBS publishes
Newest at build
2024-01-01
Resolution
about 500 m grid
Uncertainty
Satellite land cover classes for the year shown, including croplands; a classification with known errors, not a farm register.
Reached through
gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
Evidence
Observed (clouds leave gaps)
Source
MODIS Terra EVI (NASA LANCE)
Provider
NASA LANCE
Licence
NASA open data
Vintage
daily; Satellite index; clouds leave gaps
Newest at build
2026-10-13
Resolution
about 250 m grid
Uncertainty
Satellite vegetation index for the 8 days to the date shown, a habitat condition indicator; not a measure of species or biodiversity.
Reached through
gibs.earthdata.nasa.gov, only after you allow the live map
About this layer
Evidence
Observed (clouds leave gaps)
Source
MODIS Terra NDVI (NASA LANCE)
Provider
NASA LANCE
Licence
NASA open data
Vintage
daily; Satellite index; clouds leave gaps
Newest at build
2026-10-13
Resolution
about 250 m grid
Uncertainty
Satellite greenness index over the 8 days to the date shown; an indicator of crop and pasture condition, not a yield estimate or a food security warning.
Reached through
gibs.earthdata.nasa.gov, only after you allow the live map

Latest available

NASA GIBS / EOSDIS · ASTER GDEM (METI, NASA) · Blue Marble (NASA) · © OpenStreetMap contributors (ODbL) · Natural Earth

Loading the latest NASA imagery.

Drag to move. Ctrl or ⌘ and scroll, pinch or the buttons to zoom; hover for the values under the pointer; reset returns to the region.

Connected activity, framed on East Asia.Satellite and model products as NASA publishes them, each with its own date. They are indicators, not assessments of any place.

Data: NASA GIBS · ASTER GDEM · Blue Marble · © OpenStreetMap contributors · Natural Earth · NASA EONET · NASA/NOAA VIIRS · NASA JPL OPERA DIST-ALERTSources and licences

  • We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • VIIRS Black Marble night-time lights, NASA Goddard Space Flight Center; distributed by the NASA Level-1 and Atmosphere Archive and Distribution System (LAADS DAAC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • Center for International Earth Science Information Network (CIESIN), Columbia University. 2018. Gridded Population of the World, Version 4 (GPWv4): Population Density, Revision 11. NASA Socioeconomic Data and Applications Center (SEDAC). Licensed under CC BY 4.0. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). doi:10.7927/H49C6VHW. CC BY 4.0
  • VIIRS near-real-time products (flood, land surface temperature, snow cover, corrected reflectance), NASA LANCE; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • MODIS land products (vegetation indices, gross primary production, land cover), NASA LP DAAC and LANCE; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • ASTER GDEM is a product of METI and NASA (ASTER Global Digital Elevation Model V003, NASA LP DAAC); imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). Cite as: NASA/METI/AIST/Japan Spacesystems and U.S./Japan ASTER Science Team (2019). ASTER Global Digital Elevation Model V003. doi:10.5067/ASTER/ASTGTM.003. NASA open data
  • Made with Natural Earth. Free vector and raster map data @ naturalearthdata.com. Public domain
  • © OpenStreetMap contributors (ODbL), via NASA GIBS (coastlines, boundaries, roads and place names). Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). ODbL
  • Blue Marble, NASA Earth Observatory; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into hexagonal cells where shown (modified). NASA open data
  • Context on the globe and flat map: coastlines, boundaries, roads and place names from NASA GIBS reference layers (OpenStreetMap data, ODbL, © OpenStreetMap contributors); Blue Marble imagery as an optional base; 3D terrain and the elevation read-out from the ASTER GDEM elevation colour index (5 m to 200 m classes, exaggerated for legibility). Boundaries are drawn as published and imply no position on any territory.
  • Live events: NASA Earth Observatory Natural Event Tracker (EONET); events are indicative and keep their original source links.
  • Observed (EO): NASA/NOAA VIIRS (Suomi NPP). We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS).
  • Observed (EO): NASA JPL OPERA DIST-ALERT (contains modified Copernicus Sentinel data 2026). We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS).
  • NASA GIBS: We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS).
  • Optional layers (5 sources in the layer list: live, forecast, observed and context) print their provider credit on the map and here when switched on; forecasts are model output and derived indices are estimates.

Layers and dates

  • Night-time lights, daily: VIIRS Black Marble (VNP46A2), NASA LAADS DAAC · 12 Oct 2026
  • Population density, 2020: Population: CIESIN, Columbia University, Gridded Population of the World v4.11 (2018), NASA SEDAC, CC BY 4.0 · static
  • True colour: VIIRS NOAA-20 corrected reflectance, NASA LANCE · 13 Oct 2026
  • Land cover type (IGBP), yearly: MODIS Terra and Aqua land cover (MCD12Q1), NASA LP DAAC · 2024
  • Enhanced vegetation index, rolling 8 days: MODIS Terra EVI, NASA LANCE · 13 Oct 2026
  • Vegetation greenness (NDVI), rolling 8 days: MODIS Terra NDVI, NASA LANCE · 13 Oct 2026

04Global frame

The agreements and bodies a global AI programme reads against.

Process or bodyWhat it sets
OECD AI PrinciplesIntergovernmental principles
UNESCO Recommendation on the Ethics of AIEthical guidance with readiness assessments
Council of Europe Framework Convention on AITreaty on AI, human rights, democracy and rule of law
International AI Safety ReportScientific assessment of advanced AI risks
05Process

How the process runs.

Process explorer · Process

Global subject programme: Programme through eight gates

11 steps4 stages8 gates

Process

Global subject programme: Programme through eight gates

The Global Risks Forum (GRF) records eight yearly gates, each a programme decision; a gate not passed stops its work, and the competent authority decides outside.

  1. 01 Q1 · Planning

    1. 01G0 · Annual programme authorisedGate · The Global Risks ForumGRF authorises the annual mandate. It never sets a national agenda.
    2. 03Route the candidate mission to standardsStep · Nexus StandardsNexus Standards routes each candidate mission to the standards and profiles that apply.
  2. 02 Q2 · Readiness and build

    1. 04G1 · Missions admittedGate · The Global Risks ForumGRF admits missions with reasons recorded. It cannot admit a mission without an accountable owner.
    2. 05G2 · Data and resources qualifiedGate · The Global Risks ForumReadiness preparation closes when data, people and resources are qualified.
    3. 06G3 · Build accepted for exerciseGate · The Global Risks ForumGRF records whether the build is accepted for exercise. A gate not passed stops the work it governs.
  3. 03 Q3 · Action Week

    1. 07G4 · Controlled live operation authorisedGate · The Global Risks ForumGRF authorises controlled live operation for Action Week.
    2. 08G5 · Evidence sealed and stand-down recordedGate · The Global Risks ForumThe evidence is sealed with its provenance and the stand-down is recorded.
  4. 04 Q4 · Reporting and renewal

    1. 02Competent authority decides and actsActor · The competent authorityThe competent authority decides and acts under its own rules. The programme informs it and never decides for it.
    2. 09Scientific and editorial reviewStep · Reviewers and the publisherQualified, conflict-managed reviewers and the publisher decide what is accepted. Institutions cannot decide a scientific conclusion.
    3. 10G6 · Publication authorisedGate · The Global Risks ForumGRF authorises publication of results that have passed scientific and editorial review. It cannot publish personal data.
    4. 11G7 · Renewal reviewedGate · The Global Risks ForumGRF reviews renewal and sets the next cycle’s mandate.

The programme year · The Global Risks Forum · Decision rightsDesigned programme process, not a record of operation. No cycle has run and every programme is at service level R0. A gate is a programme decision, never a public-authority approval, certification or deployment authorisation.

06Status

Work is shown as its record stands.

Programmes are listed as exploring, forming, constituted, active, paused or archived. Country and regional entries appear when a programme record supports them.

07Sources

Where this page’s references lead.

The bodies and documents this page is read against. Status and editions change; each link goes to the issuing body.

08Questions

Questions and answers.

How do I propose work at this level?
Write to the contact form or a regional desk. A proposal receives a reference.
Artificial Intelligence and Autonomous Systems

Bring a method, a dataset or a question.

Information and enquiries are open today. An enquiry receives a reference and names the next step; applications, payments, compute allocations and registrations open only when their team, terms and review capacity exist.