DBRFDigital Brain Research Foundation
Projects
Confidential OEMPilotIn developmentPilot

Human-Impact Intelligence Layer for AI Interaction

Client:Confidential technology programme· Engagement:OEM scientific and engineering development

Challenge

Make the otherwise difficult-to-see cognitive and emotional effects of AI-generated communication more understandable to the user while preserving human judgement and choice.

Why the problem is difficult

Impact must be surfaced without removing human agency, and improvements must preserve meaning.

DBRF OEM contribution

Interdisciplinary scientific and technical development spanning human-impact dimensions, signal/score architecture, AI-output analysis, user guidance, meaning-preserving improvement, longitudinal modelling, product systems and evaluation design.

Approach

  1. 01Analyse AI output across human-impact dimensions
  2. 02Build signal/score architecture
  3. 03Offer meaning-preserving improvement
  4. 04Model longitudinal human state

Work packages

  • Snapshot and Insight user modes
  • Analysis of clarity, calm, choice/agency, emotional load, influence and dependency risk
  • ‘Why noticed’ evidence signals
  • Optional improvement/rewrite with meaning-preservation controls
  • Happiness Quotient framework
  • HQ Twin and longitudinal modelling concepts
  • Life Compass and broader wellbeing-oriented direction

Outputs

Software / platformMethods and architecturesPrototype componentsValidation criteria

Skills assembled

NeuroscienceCognitive psychologyComputational affectResponsible AIPsychometricsApplied statisticsPrivacy engineeringBehavioural researchMachine learning systemsUX research

Evidence and validation boundary

Performance is described only at the level supported by a named workload and an evidence record. No universal performance transfer is implied.

Claims discipline: Do not call a provisional application a granted patent. Do not state that every described feature is implemented or scientifically validated.

This is a research and product-development programme. It is not presented as a medical device, clinical diagnostic, treatment or substitute for professional healthcare.

IP status

A U.S. provisional application relating to a Happiness Quotient framework is held in the internal record and is not published here until the exact verified legal wording and assignment recordation are administrator-approved. A provisional application is not a granted patent.

IP / rights statement

Developed as an OEM scientific and engineering contribution. Technology and intellectual-property rights remain with the applicable contracting or rights-holding organisation. DBRF does not claim ownership unless expressly stated in a verified record.