IBC Labs

Research on Identity, Evaluation, and Interaction Boundaries

IBC Labs is an independent research organization focused on understanding identity, interaction boundaries, evaluation theory, and governance structures. Our work explores how systems are observed, evaluated, and interpreted, and how interaction boundaries influence the conclusions drawn from those evaluations.

CORE CONSTRAINT

Systems cannot be evaluated correctly without understanding the interaction boundaries that define them.

Research Focus

Research Areas

IBC

Examining how interaction boundaries influence identity, observation, interpretation, and evaluation.

Defining the boundaries that shape interaction, identity, and evaluation.

DIT

A methodology for comparing interactions across controlled identity and context variations.

Evaluating interaction consistency through controlled variation and comparative observation.

Governance

Research into frameworks that support accountability, transparency, and responsible evaluation practices.

Exploring governance structures that support responsible evaluation and identity management.

Published & Active Research

Featured Research

Toward a Standard of Identity in AI Interaction

Brian . Alex . Adalbert

May 2026

A proposed framework for defining identity within interaction systems and establishing a foundation for reliable evaluation.

Differential Interaction Testing

Brian . Alex

April 2026

Introducing a methodology for identifying differences in interaction outcomes through controlled variation.

Governance Structures for Identity and Evaluation

Adalbert

May 2026

Exploring governance approaches that support identity systems and evaluation processes.

METHODOLOGY SPOTLIGHT

Differential Interaction Testing (DIT)

Differential Interaction Testing provides a structured approach for examining how identity conditions influence interaction outcomes and evaluation results.

FOUNDATIONAL CONCEPTS

Interaction Boundary

Identity

Obersvation

Evalution

A Problem Worth Considering

As systems become increasingly complex, determining what is actually being evaluated becomes more difficult. Questions of identity, context, composition, and interaction boundaries often influence evaluation outcomes in ways that remain unnoticed. Understanding these boundaries may be necessary before evaluation can be trusted.

RECENT RESEARCH NOTES

Conference Observation: Identity in Multi-Agent Systems

Brian Conference Observation

Questions on Evaluation Scope and Boundaries

Alex Research Question

Identity Persistence Across Interactions

Concept Exploration Adalbert

RESEARCH UPDATES

Meet The Minds Behind Research

Research Contributors

Brian

Research focused on interaction boundaries, identity frameworks, and evaluation theory.

Alex

Research focused on methodology development and comparative interaction analysis.

Adalbert

Research focused on governance structures, accountability frameworks, and evaluation systems.

Who we are

Building Trust Through Scientific Excellence

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Laboratory Testing

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Research Collaboration

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Data Analysis

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Trusted by 25,000+ world-class brands and organizations of all sizes

Our Vision

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Our Mission

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Our Motto

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Inspiring Discoveries from Our Global Research Team

97%

Satisfied Customer Rates

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Scientific Integrity

Innovation Excellence

25+

Years of Experience

Impactful Scientific Discoveries

Empowering The Next Generation Of Scientific Discovery

Genetic Mapping

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Protein Synthesis

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Molecular Imaging

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Drug Screening

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Toxicity Assessment

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Pathogen Identification

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Why Choose Us

Empowering Discovery With Trusted Expertise

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Accurate Results