Human–AI, working well together
HMMC builds human‑centred AI that augments—never replaces—human judgement. Our focus is explainable, ethically grounded systems aligned with human values and cognitive diversity. We design decision support and trustworthy automation that are transparent in their reasoning and accountable in practice.
Focus Areas
Human–AI Interfaces & Immersion
We design and prototype the places where people and AI meet—XR/spatial, voice, and multimodal tools— for clear, low-friction collaboration. Followed by pilot integration and real-world evaluation (usability, understanding, trust, user satisfaction), iterated with users until it works in the field.
Human–AI Interfaces & ImmersionAI Governance & Social Science
We help organizations maintain human oversight through rigorous governance frameworks and evidence-based social-science research. We establish decision-making processes, implement bias detection and fairness assessments, and continuously monitor human-AI interactions to ensure systems serve human values.
AI Governance & Social ScienceTechnical Trust Enablement
We put names and signatures on what systems do: identities for services, signed actions and outputs, and provenance that links data, models, and results. We design trust-aware interfaces that translate technical evidence into human-readable explanations, ensuring cryptographic verification stands up to tomorrow’s challenges.
Technical Trust EnablementAbout HMMC
We operate at the intersection of AI, human–machine interaction, and decision support. Our work advances hybrid intelligence—humans and machines thinking together—through transparent, adaptable systems. We evaluate and calibrate generative models with human‑centred methods (e.g., our Subjective Hallucination Scale) to detect misleading outputs and support metacognitive reflection. We help organisations turn AI into real operational value while keeping it secure, fair, and accountable.
More about us- Human–AI interfaces & immersion
- AI governance & social science
- Technical trust & provenance (PQC-ready)
- Security for complex, regulated environments
