Ownership
People and organisations should retain meaningful control over their information, outputs and workflows.
Open →Interface is shaped by principles from cognitive ergonomics, human-centred AI, psychometrics and knowledge-work design.
These principles bridge the research foundations, trust architecture and product capabilities.
People and organisations should retain meaningful control over their information, outputs and workflows.
Open →Inference processes should be inspectable: source, model, prompt, framework, output and evaluation.
Open →AI should extend human capability while preserving judgement, interpretation and accountability.
Open →Systems should reduce friction, support recall and help people work with complex information without losing orientation.
Open →Systems should help people establish confidence in information, inferences and decisions.
Open →Users should be able to export, move and repurpose their information and derived artefacts.
Open →Organisations should be able to choose where inference happens, which models are used and who controls infrastructure.
Open →