Submit a contribution

SOVEREIGNTY BEGINS WITH MEASUREMENT

We have the instrument. We are now launching the measurement program.

NeoMundi is opening its AI Observatory to produce regular, readable, and verifiable measurements of the real behavior of AI systems.

We do not proclaim trust. We build the conditions to measure it.

The goal is to consolidate the method, enrich datasets, industrialize protocols, and gradually build a common reference framework for measuring AI risk.

The Observatory is designed to encourage cooperation without extraction, attribution without ego capture, and measurement without proclamation.

Subscribe to the NeoMundi Newsletter

Monthly analysis • Weekly barometers • Cartographies • Exclusive studies on generative AI

Contribute to the Observatory

You can contribute as a data scientist, researcher, engineer, lawyer, designer, domain expert, or critical observer.
Please fill out the form below.
Required fields *

Proposed contribution, multiple choices possible:
Would you like to be publicly credited as a contributor if your contribution is selected?
Participation Agreement. Before submitting this form, please confirm that you have read the NeoMundi Research contribution framework.
See the charter
Contribution charters are gradually being translated into the contributors' native languages ​​to facilitate clear, independent, and informed participation    French   English   Spanish   Arabic   Togolese
Participation is voluntary
I authorize NeoMundi Research to reproduce my contributions
I guarantee that my contributions are original
I understand that participating in the cycle does not confer membership status upon me.
I commit to complying with the attribution rules.

First Contributors

James Moore
NeoMundi Research Contributor · AI Governance & Healthcare Accountability

Qualifications :  Founder of Nova, an independent governance initiative focused on accountability, execution-time oversight, human responsibility, and decision governance in high-consequence environments.
Work in progress: Exploratory contributions on healthcare AI governance, accountability frameworks, execution-time oversight, and failure-mode analysis.

Fatima Gouarab

Fatima Gouarab
NeoMundi Research Contributor · Data Scientist, Applied Statistics and AI

Qualifications :  Data Scientist with a Master’s degree in Applied Mathematics and Statistics, specialized in data science, AI, and comparative analysis of conversational systems.
Work in progress: Exploratory protocol for comparing responses with and without stop-generation, to measure potential gains in tokens, coherence, stability, and usage cost.

James Aull, ASRO™ – AI Systems Reliability Operator
Independent Contributor · Reliability and Governance of AI Systems

Présentation : ASRO™ is an open framework for governance and attestation focused on independently verifiable evidence, regardless of the deployment state of AI systems.
Work in progress: Exploratory contribution on independent attestation layers for AI governance.

Abdelkrim Halimi
NeoMundi Research Contributor · Data Scientist and Computer Vision

Qualifications : Data Scientist specialized in OCR, computer vision, predictive maintenance, and applied data analysis.
Report : Public methodological review of NeoMundi’s May 2026 Comparative Cohort

Pape Malick Diop
NeoMundi Research Contributor · Data Scientist and Machine Learning Researcher

Qualifications : Data Scientist and Machine Learning researcher specialized in statistics, probabilistic reasoning, model robustness, and uncertainty analysis.
Report : Exploratory audit of NeoMundi runtime signals

More details on our Contributors & Independent Analyses page.

Scroll to Top