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ABOUT TOHOL

Purpose.
Principles.
Progress.

Explore our mission, the CIRMS evolution and human oversight.

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DISCOVER PROJECT TOHOL

Mission The purpose behind Project TOHOL. Vision Full Automation in Action. CIRMS evolution GL3, GL4 and the planned GL5 layer. Human oversight Intelligence with control and accountability.
THE CIRMS PLATFORM
Open Conception page View Architecture page Open Products page Open Features page

CONCEPTION

Communication Centralized communication. Distributed resources. Components HERCULES, ATLAS and connected clients. AI Data Readiness The GL4 path from data to knowledge. ATOMS & modules Reusable execution units and workflows.

Automation.
AI Data Readiness.
One platform.

ARCHITECTURE

Single HERCULES GL3 and GL4 within one managed environment. HERCULES–ATLAS Central coordination. Local execution. Multi-ATLAS PlannedA planned model for distributed oversight.

Automation.
AI Data Readiness.
One platform.

PRODUCTS

HERCULES generationsExplore the G1–G5 configurations. Functional layersGL3, GL4 and the planned GL5 layer.

Automation.
AI Data Readiness.
One platform.

FEATURES

Capability matrixCompare roles, modules and capabilities. AI Data ReadinessExplore the GL4 preparation process.

Automation.
AI Data Readiness.
One platform.

Screenshots
TOHOL RESOURCES

Explore.
Learn.
Connect.

Articles, AI news, events and selected resources for learning and collaboration.

Open Articles page

INSIGHTS & INFORMATION

ArticlesPerspectives on automation, data and AI. News & EventsAI developments, news and events. FAQ Answers to common questions. Keywords CIRMS terms and definitions. Careers Explore working with TOHOL. Useful LinksOfficial sources, communities and learning.
Contact us
TOHOL/Resources

Useful Links

Explore the wider world of AI, robotics and automation — from official institutions and research networks to communities and practical tools.

36 selected resources6 focused collectionsDirect links to the original sources
Explore beyond CIRMS

Knowledge. Connections.
Practical next steps.

A curated starting point for decision-makers, engineers and anyone learning about intelligent systems. Choose a collection or narrow the directory by topic.

Selected with purpose

Official publishers, recognized organizations and project-maintained resources — not an unfiltered list of AI tools.

Directory reviewed 25 September 2026
Browse collections
Independent reference directory

These links do not imply a TOHOL partnership, endorsement by the listed organizations or integration with CIRMS.

Showing all 36 resources

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01 / COLLECTION

EU institutions & programmes

Official European Union information, research results, funding portals and support networks.

6 links
Official EU source

European Commission: Artificial Intelligence

European Commission

Start with the Commission’s overview of AI initiatives, research, adoption and related European information.

AIGovernance & standards
digital-strategy.ec.europa.euVisit resource
Official EU source

AI Act: official information

European Commission

Find the Commission’s explanation of the AI Act and links to the legal text, guidance and support resources.

AIGovernance & standards
digital-strategy.ec.europa.euVisit resource
Official EU community

Apply AI Alliance

European Commission / Futurium

Explore stakeholder discussions, community contributions and events about AI development and its impact on organizations and society.

AICommunity
futurium.ec.europa.euVisit resource
Official EU portal

EU Funding & Tenders Portal

European Commission

Find EU funding and tender opportunities. Check the relevant call documents for eligibility, scope and application requirements.

Funding & supportAIAutomation
ec.europa.euVisit resource
Official EU network

European Digital Innovation Hubs

European Commission / EDIH Network

Explore the hub network and support for digital transformation, including AI adoption, skills and experimentation.

AIAutomationLearning
european-digital-innovation-hubs.ec.europa.euVisit resource
Official EU research portal

CORDIS: EU research results

European Commission

Discover EU-funded projects and their results. Search for AI, robotics and automation research relevant to your sector.

AIRoboticsAutomation
cordis.europa.euVisit resource
02 / COLLECTION

Organizations & standards

International perspectives, industry associations and frameworks for responsible AI and technical practice.

6 links
Intergovernmental organization

OECD.AI Policy Observatory

OECD

Explore AI policy analysis, data, publications and tools concerning trustworthy AI and its use across society.

AIGovernance & standardsResearch
oecd.aiVisit resource
UN organization

UNESCO: Ethics of AI

UNESCO

Read UNESCO’s Recommendation on the Ethics of Artificial Intelligence and explore related principles and implementation resources.

AIGovernance & standards
unesco.orgVisit resource
UN organization

ITU: AI for Good

International Telecommunication Union

Explore AI and robotics events, learning activities and initiatives addressing societal challenges. Visit the provider for current programmes.

AIRoboticsLearning
aiforgood.itu.intVisit resource
Public-sector framework

NIST AI Risk Management Framework

National Institute of Standards and Technology

Access the AI Risk Management Framework and supporting resources for identifying and managing risks associated with AI systems.

AIGovernance & standards
nist.govVisit resource
Standards body

ISO/IEC: Artificial intelligence

ISO/IEC JTC 1/SC 42

Browse the AI standards committee’s scope, work programme and publications. Full standards may require purchase.

AIGovernance & standards
iso.orgVisit resource
Industry association

Big Data Value Association

BDVA

Discover a European data and AI association, its working activities, events and opportunities to connect with the wider ecosystem.

AICommunityResearch
bdva.euVisit resource
03 / COLLECTION

Robotics & industrial automation

Professional networks, robotics software initiatives and industrial interoperability resources.

6 links
Non-profit association

euRobotics

euRobotics aisbl

Explore the European robotics community, topic groups, events and activities connecting robotics research with industry.

RoboticsAutomationCommunity
eu-robotics.netVisit resource
Industry federation

International Federation of Robotics

IFR

Find industrial and service robotics information, market-report summaries, case studies and sector news. Some reports require purchase.

RoboticsAutomationResearch
ifr.orgVisit resource
Professional society

IEEE Robotics & Automation Society

IEEE RAS

Explore robotics and automation publications, conferences, technical committees and professional learning activities.

RoboticsAutomationResearch
ieee-ras.orgVisit resource
Open-source industrial initiative

ROS-Industrial

ROS-Industrial Consortium

Learn how the ROS-Industrial initiative develops open-source capabilities for industrial robotics, with project information and training resources.

RoboticsAutomationCommunity
rosindustrial.orgVisit resource
Industry standards organization

OPC Foundation

OPC Foundation

Explore OPC UA and related industrial interoperability resources for connecting equipment, applications and information systems.

AutomationGovernance & standards
opcfoundation.orgVisit resource
Professional association

International Society of Automation

ISA

Browse industrial automation standards, technical knowledge and training, including industrial cybersecurity and control-system topics.

AutomationLearningGovernance & standards
isa.orgVisit resource
04 / COLLECTION

Research & learning

Research networks, open publications and structured learning for a deeper understanding of AI.

6 links
Research network

ELLIS

European Laboratory for Learning and Intelligent Systems

Learn about the European machine-learning research network, its programmes and opportunities for research collaboration.

AIResearchCommunity
ellis.euVisit resource
Research association

CAIRNE · formerly CLAIRE

Confederation of Laboratories for AI Research in Europe

Explore a European AI research and innovation network, its community activities and human-centred AI focus.

AIResearchCommunity
cairne.euVisit resource
Introductory course

Elements of AI

University of Helsinki / Elements of AI

An introduction to what AI is, how it works and where it can be used. Begin with the course overview.

AILearning
course.elementsofai.comVisit resource
University course archive

MIT OpenCourseWare: Artificial Intelligence

Massachusetts Institute of Technology

Study foundational AI through course materials, lectures and assignments. This is an archived 2010 course, not a current generative-AI syllabus.

AILearning
ocw.mit.eduVisit resource
Research preprint repository

arXiv: Artificial Intelligence

arXiv

Browse recent AI research preprints. Papers are not necessarily peer-reviewed; assess their methods, evidence and publication status.

AIResearch
arxiv.orgVisit resource
Research journal

Journal of Machine Learning Research

JMLR

Read machine-learning research articles and explore an established collection of openly available journal publications.

AIResearch
jmlr.orgVisit resource
05 / COLLECTION

Communities & open source

Project-maintained documentation, community learning and open-source tools for builders.

6 links
Open-source project

ROS 2: project & community

ROS 2 / Open Robotics community

Start from the official ROS 2 repository for robot-application software, documentation links and community support channels.

RoboticsAutomationCommunity
github.comVisit resource
Community & vendor learning

Hugging Face Learn

Hugging Face

Explore courses on language models, AI agents, computer vision, robotics and other open-source AI workflows.

AIRoboticsLearning
huggingface.coVisit resource
Project documentation

PyTorch Tutorials

PyTorch project

Work through project-maintained tutorials for deep learning, model training, deployment and related developer workflows.

AILearningCommunity
docs.pytorch.orgVisit resource
Project documentation

scikit-learn User Guide

scikit-learn project

Learn machine-learning methods, preprocessing, model selection and evaluation through the project’s own user guide.

AILearningCommunity
scikit-learn.orgVisit resource
Open-source foundation

LF AI & Data Foundation

Linux Foundation

Discover open-source AI and data projects, working groups and community initiatives hosted by the foundation.

AICommunity
lfaidata.foundationVisit resource
Project documentation

Apache Airflow Documentation

Apache Software Foundation

Explore documentation for developing, scheduling and monitoring workflows, including tutorials and deployment information.

AutomationLearningCommunity
airflow.apache.orgVisit resource
06 / COLLECTION

Corporate developer resources

Vendor-published learning and technical documentation. Accounts, products or some training may require payment.

6 links
Vendor learning

Microsoft Learn: AI learning hub

Microsoft

Find role-based AI learning paths and documentation for technical and business audiences in the Microsoft ecosystem.

AIAutomationLearning
learn.microsoft.comVisit resource
Vendor learning

AWS: AI training

Amazon Web Services

Explore AI learning paths and training offered by AWS. Review the course provider’s account and pricing requirements.

AILearning
aws.amazon.comVisit resource
Vendor learning

Google: Machine Learning Crash Course

Google for Developers

Build practical machine-learning knowledge through lessons, exercises and visual explanations published by Google.

AILearning
developers.google.comVisit resource
Vendor developer resources

NVIDIA Isaac

NVIDIA Developer

Explore NVIDIA’s robotics development platform and related simulation, software and learning resources.

AIRoboticsAutomation
developer.nvidia.comVisit resource
Vendor documentation

Siemens Xcelerator Developer Portal

Siemens

Explore industrial APIs, developer documentation, tools and tutorials for building and integrating Siemens-based digital solutions.

AIAutomationLearning
developer.siemens.comVisit resource
Vendor learning

UiPath Academy

UiPath

Explore learning paths for robotic process automation, AI and automation development in the UiPath ecosystem.

AIAutomationLearning
academy.uipath.comVisit resource
Use the original source

A reference point.
Not a recommendation to buy.

Institutional information, research papers, open-source projects and commercial learning resources serve different purposes. The publisher and source type are shown on every card.

Check the context. Standards, documentation and research evolve. Some documents, courses, services or memberships require registration or payment. Review the provider’s current terms and, for research, the evidence and publication status.

Independent content. Inclusion does not establish affiliation, funding eligibility, legal compliance or compatibility with CIRMS. External sites are responsible for their own content and privacy practices.

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