Design by Authenticity · Research orientation

About this research site

An independent research environment for the I·V·O Lens, relational systems, observation and the difficult work of turning structural ideas into inspectable measurements.

Abstract field showing structured possibility, relation and selective focus

01 · Context

What is this site?

Design by Authenticity is an independent research platform created by Ivo van der Wal. It develops and tests the I·V·O Lens while keeping current theory, open investigations and historical development distinguishable.

The Lens is a minimal analytical language for examining structured possibility, instantiated relation and situated selectivity within an explicit scope. It is used here to investigate systems without pretending to replace the domain theories, measurements or specialist knowledge those systems require.

The site is both an interface and a record. Some pages present the current framework; others expose instruments, provisional findings, visual experiments, failure modes or older formulations preserved with provenance.

02 · Inquiry

What is being investigated?

The central question is how structure, relation and observation can be described without collapsing them into one another.

The work sits at the intersection of systems thinking, complex systems, relational analysis and experimental research methodology. Current studies examine partial observability, shared causes, causal inference, measurement limits and failure modes in computational models.

Structure

What can happen?

How constraints, affordances, boundaries and access shape a system’s possibility space.

Relation

What is actually connected?

How an instantiated relation can be distinguished from motion, association or a relation merely assumed by a model.

Observation

What can the apparatus see?

How selection, observer effects and partial access influence the description produced by an instrument.

Inference

What does the evidence support?

When observed dependence can support a causal claim, and when shared causes or construction choices remain compatible.

03 · Explore

What can you do here?

The site can be read, operated and inspected. Different sections expose different layers of the work.

Interactive output is treated as something to question. A compelling visual pattern is not automatically a measurement, and a measurement is not automatically a causal explanation.

Operate

Research instruments

Inspect recorded runs, measurement layers and preserved experimental interfaces.

Open instruments →Experiment

Interactive fields

Change conditions and watch how relations, boundaries and emergent patterns respond.

Enter the playground →Challenge

Stress tests

Follow hard cases involving self-reference, ambiguity, observer dependence and physical limits.

Read the series →Follow

Research logbook

Trace questions, decisions, failed criteria, frozen plans and unresolved work through time.

Open the logbook →Observe

Visual studies

Encounter images and moving fields as studies in attention, state and structural difference.

View Observed →Compare

Developmental history

See how earlier terminology and formulations differ from the current public theory.

Open the archive →

04 · Method

How is the research approached?

The method aims to make the conditions of a claim visible: what was observed, what was derived, what was assumed and what would count against the interpretation.

Falsifiability matters here as a practical discipline. Tests use explicit scopes, frozen procedures where appropriate, failure criteria and stop rules. Reproducibility requires more than repeating an output: the configuration, measurement chain and versioned provenance must also be recoverable.

Assumptions

Constitutive and methodological assumptions are recorded with the consequences of their failure.

Failure modes

Known ambiguity, estimator limits and alternative compatible structures remain part of the result.

Stop rules

A predeclared failed criterion can stop an interpretation instead of being tuned away after inspection.

Provenance

Historical instruments and documents keep their original status so later canon does not rewrite the record.

Claim boundaries

Observation, descriptive derivation, model-dependent inference and causal claims are kept distinct.

Revision

Research integrity includes publishing limits and changing the framework when a distinction fails.

05 · Orientation

Where should I start?

Choose the route that matches the question you arrived with.

Research by Ivo van der Wal, published by Design by Authenticity. ORCID · Zenodo v4.1.0 · GitHub. For practical projects, applications and public-facing work, visit design-by-authenticity.com.

Framework and systems thinking

Read the current I·V·O Lens

Start with the operators, scope rules and two reading directions.

→Empirical and computational work

Understand the Live Observer

See how recorded engine data, descriptive readings and frozen measurement output are separated.

→Method and research integrity

Follow the research logbook

Read the chronology, open questions, failed checks and bounded conclusions.

→Philosophy of science

Watch the Lens meet hard cases

Six readings test whether the distinctions remain useful under conceptual pressure.

→Visual and exploratory route

Move through the whole environment

Begin with observation and experiments before arriving at the theory.

→

Reference

About the I·V·O Lens

The I·V·O Lens is a structural analysis framework for exploring possibility, relation and selection within an explicit scope.

Its canonical operators are O — Structured Possibility, V — Instantiated Relation and I — Situated Selectivity. The current canonical release is v4.1.0 · 1 October 2026. v4.1 strengthens evidence handling and epistemic safeguards while retaining the O/V/I meanings frozen in v4.0.

The versioned release is archived on Zenodo under DOI 10.5281/zenodo.23083767. GitHub preserves source, development history and research records. Read the canonical prompt or explore the framework and theory and notation.

Research themes

A broader field of questions

The research connects systems thinking and complex systems with relational systems, emergence, simulation and AI research. Its methodological concerns include falsifiability, reproducibility, causal inference, partial observability, shared causes, observer effects, measurement limits and the study of failure modes. Philosophy of science enters wherever the work must decide what an instrument can observe, what a model may infer and where a claim must stop.

This is an independent research programme in active development. Interactive experiments and simulations are research objects, not demonstrations that the I·V·O Lens has universal validity. Current definitions live in the theory section; earlier formulations remain available as attributed history.