I · V · O — Research 2026

Research
Instruments

Measurement instruments that make IVO dynamics visible — in systems, in behaviour, in the field.

Instruments 3 available
Type Open research
Framework I · V · O
I.V.O research instruments for notation, state logging and field observation
IVO State Logger interface for state logging without diagnosis
I · V · O — Registration

State Logger

Records IVO states over time. Enables reflection and comparison — session by session, moment by moment.

This is a prototype. Feedback is welcome — send a message via info@design-by-authenticity.org

Live
I · V · O — Waves Morphology

Morphology

Declares IVO morphologies and maps them to expected marker profiles. Live emergence becomes visible — declared structure meets observed signal.

This is a prototype. Feedback is welcome — send a message via info@design-by-authenticity.org

Live
I.V.O notation matrix and waves morphology interface
I · V · O — Biofeedback

Feedback Visual

A real-time visualisation that translates physiological or behavioural input into a readable IVO state. Order becomes visible.

Research Challenge

Break it. Measure it. Explain why this stabilizes.

The IVO Feedback Laboratory is not intended to prove a theory. It is an experimental environment for observing how simple interacting dynamics behave under changing conditions.

  • Why do some configurations stabilize?
  • Why do tiny initial differences create different attractors?
  • When does coherence emerge?
  • When does fragmentation persist?
  • What survives disturbance?

This is a prototype. Feedback is welcome — send a message via info@design-by-authenticity.org

Live
I.V.O Feedback Laboratory visualizing dynamic systems research

Measuring as
observing

Measurement is never neutral. Every instrument makes something visible — and every visibility has structure.

The instruments here are designed to keep that structure transparent: what is being measured, from which position, and with what effect on the system itself.

Current Research Programme

Working Papers

These documents are part of an ongoing independent research programme. They describe methods, hypotheses, and pilot designs. Publication does not imply completed validation.

Working Paper 2026

IVO Validation Roadmap

v0.3 — Working Paper

Defines the validation sequence for IVO: notation reliability → field behaviour → actuator calibration. Introduces the research logic, three independent streams, and the rationale for their order.

Pilot Study 2026

Observer Reliability Pilot Study

v0.1 — First empirical measurement

Pilot study testing whether observers consistently read IVO notation across backgrounds. 8–15 participants, 25 stimulus clips, four observer groups. Measures Fleiss' κ per notation layer and identifies symbol boundary zones.

Prior art archive

I·V·O Framework on Zenodo

The framework archive records the source structure behind the research instruments: prior art, citation reference, and the formal point of origin for the I·V·O research programme.

Open Zenodo archive doi.org/10.5281/zenodo.18049710