01
Evidence-centred AI
Source grounding, measurable uncertainty, citations, and abstention when evidence is insufficient.
Planned output forms: protocols, benchmarks, reports, replications, and negative results.
Research programme
Questions before answers.
OSForYou research on evidence-centred AI, memory, safe agentic systems, and the societal and environmental impact of AI.
Programme thesis
An AI system should expose the basis of a claim, measure the limits of its knowledge, and stop safely.
02
Memory and cognitive systems
Memory with provenance, controlled forgetting, and a clear boundary between fact and hypothesis.
Planned output forms: protocols, benchmarks, reports, replications, and negative results.
03
Safe agentic systems
Autonomy constrained by policy, human approval, auditability, and fail-closed controls.
Planned output forms: protocols, benchmarks, reports, replications, and negative results.
04
AI, society, and Europe
AI’s impact on law, work, and institutions, with European control over data and infrastructure.
Planned output forms: protocols, benchmarks, reports, replications, and negative results.
05
AI for energy and climate
Responsible AI for energy transition, emissions reduction, and sustainable development.
Planned output forms: protocols, benchmarks, reports, replications, and negative results.
Method
Method is part of the result.
Every future study will describe its question, sources, measurement date, procedure, limitations, funding, and conflicts of interest. Lack of conclusive evidence remains a result — not a reason to hide it.
The publication section will launch once the first materials meeting these standards are ready.
Research cycle
From question to possible replication.
Not every piece of work must complete the full cycle. Each should clearly state where it stands.
- 01Question
A claim that can be challenged.
- 02Protocol
Conditions, data, and evaluation criteria.
- 03Measurement
Results with errors and limitations.
- 04Critique
Review and attempted falsification.
- 05Replication
A path to independent repetition.