An independent research infrastructure dedicated to the public measurement of generative systems.
NeoMundi Research is a French non-profit association (loi 1901) founded to develop and publish in open access a thermodynamic mapping of generative intelligences. The association measures, certifies, and transmits, without selling anything and without depending on the entities it observes.
Independence and separation of roles
NeoMundi clearly separates public research from technological operations.
NeoMundi Recherche designs the scientific framework, the measurement methodologies, and the Law E™ instrument. The commercial operation of the infrastructure is handled separately by Louis M Sàrl, for operators wishing to measure their own AI systems.
The mappings published by NeoMundi Recherche are produced without any commercial relationship with the LLM providers being evaluated. This separation ensures the independence of the measurement process, the clarity of each role, and the credibility of the publications.
What NeoMundi Research Publishes
- Public runtime mappings
- Open methodology
- Anonymized data
- Observable logs
- Technical publications
- Reproducible datasets
Our Mission: Measure generative services as social objects.
Generative services now influence medical, legal, financial, and administrative decisions. Yet their real behavior in production remains largely unobserved.
The association is guided by a simple conviction: a social infrastructure that makes decisions must be observable by other than itself. This is the observation we publish, wave after wave, in the form of public mappings, anonymized by default, with an open methodology.
Measurement Principles
The instrument observes only:
- The generated output,
- Its temporal dynamics,
- Its public execution environment.
Measurement Architecture
- No internal access to the models,
- No reuse of observed content,
- No training on processed data,
- Transient semantic processing used exclusively for runtime measurement.

Association Board
The association is led by a board that ensures institutional continuity, statutory independence, and stability of the research mission.
Founding President
Sébastien Favre-Lecca
Author of the Law E™ theoretical framework and the ControlTower™ instrument.
Scientific direction and methodological coherence of the research program.
Treasurer
Frédéric D
Financial oversight, accounting transparency, and guarantee of the association’s independence.
Secretary
Nathalie F
Administrative management, publications registry, and documentary continuity of the association.
Legal Status: Independent French loi 1901 Association
NeoMundi Research
French non-profit association.
Open-access publications.
Data under CC-BY 4.0 license.
Source code under MIT license.
Independence
Statutory Separation of Activities
No financial ties with the publishers of the observed services.
Any commercial activities are carried by separate legal entities.
Open Publication
Public Methodology and Observations
Mappings, datasets, and technical publications are progressively released in open access.
Stance: Measure, Certify, Transmit.
NeoMundi Research does not judge the truthfulness of the answers produced by generative services.
This role belongs neither to the instrument nor to the association.
The instrument observes, measures, and publishes stability signals under real execution conditions, according to a reproducible and documented methodology.
Governance, interpretation, and operational decisions remain the responsibility of the operators of the observed services.
Continuous Observation
The published mappings are partial by design and provisional out of methodological honesty.
Each wave documents a snapshot of observation at a given moment.
The program advances through successive versions, wave after wave, in a logic of continuous publication.
