research-document · ADR-WC-INDEX-0001
Research index
research-document
Documents grouped under research-document.
research-document
Agent Instructions
Architecture guide · ARC-WC-0001
Cross-Project Web Component Framework Architecture Recommendation
research-document
Architecture as a Foundation for Composition Science
Architecture serves as a foundational source of evidence for discovering universal laws of composition.
research-document
ATLAS-0001: Proximity and Relative Separation
research-document · AUD-VE-EVL-001
Visual Engineering Measurement Audit v0.1
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Build Pipeline
Implementation checklist · CHK-WC-0001
Web Component Framework Implementation Readiness Checklist
Research foundation
Component Library Foundations Research Report
The evidence supports a hybrid, native-first component library rather than a web-component-only architecture. Semantic HTML can remain relatively stable across substantial visual redesign, but only when markup represents durable information relationships rather than current visual groupings. Different categories require different ownership and encapsulation strategies. Native controls should remain native unless measurable requirements cannot be met; light DOM is favored for content-rich, composition-sensitive structures; Shadow DOM is favored for tightly bounded behavioral widgets whose internal invariants require protection. CSS should own presentation and contextual layout, while component logic owns only intrinsic behavior and state. Design tokens should encode decisions through a layered dependency model, but must not become a universal escape-hatch API. Implementation should begin only after a small set of targeted validation experiments confirms these rules in the project’s actual product contexts.
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Composition Genome v1
research-document
Composition Science: Architecture Research - Human Scale and Proportion
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Composition Science Repository Governance Specification
research-document
Composition Science Research Library
Evidence library
Composition Science Research Library
research-document
Composition Science Research Library
research-document
Composition Science Research
research-document
Composition Science
research-document
Decisions
research-document
Distributing Visual Engineering UI Context
research-document · DFR-F425C1B98C7F
Frontier analysis — Agent Instructions — Agent Context / AGENT INSTRUCTIONS
research-document · DFR-4F4FC38427D7
Frontier analysis — Distributing Visual Engineering UI Context — Agent Context / README
research-document · DFR-D4F73A2B01C8
Frontier analysis — Visual Engineering UI Anti-Patterns — Agent Context / UI ANTI PATTERNS
research-document · DFR-6CD9A7C99B56
Frontier analysis — Before implementation — Agent Context / UI DECISION CHECKLIST
research-document · DFR-1BE61903DBC6
Frontier analysis — Visual Engineering UI Foundations — Agent Context / UI FOUNDATIONS
research-document · DFR-8AB1E409766F
Frontier analysis — Architecture — Concepts / Architecture / Index
research-document · DFR-69C0478F4F3F
Frontier analysis — Attention — Concepts / Attention / Index
research-document · DFR-CDFBDEF158A7
Frontier analysis — Cognition — Concepts / Cognition / Index
research-document · DFR-B02C9C3538F0
Frontier analysis — Color — Concepts / Color / Index
research-document · DFR-1A961DF1C4D8
Frontier analysis — Component Architecture — Concepts / Component Architecture / Index
research-document · DFR-A286A17BA9A7
Frontier analysis — Composition — Concepts / Composition / Index
research-document · DFR-BC0B5EFD96B8
Frontier analysis — Evidence — Concepts / Evidence / Index
research-document · DFR-FB98592328D1
Frontier analysis — Hierarchy — Concepts / Hierarchy / Index
research-document · DFR-DCDF3DCABF0D
Frontier analysis — Human Factors — Concepts / Human Factors / Index
research-document · DFR-20309AB9BB97
Frontier analysis — Knowledge Graph — Concepts / Knowledge Graph / Index
research-document · DFR-6EF3D84D7D7E
Frontier analysis — Learning — Concepts / Learning / Index
research-document · DFR-86A75C171C8F
Frontier analysis — Ontology — Concepts / Ontology / Index
research-document · DFR-53467B36F2F6
Frontier analysis — Perception — Concepts / Perception / Index
research-document · DFR-007823D20BAE
Frontier analysis — Product Design — Concepts / Product Design / Index
research-document · DFR-1C2F52EC75CD
Frontier analysis — Research Methodology — Concepts / Research Methodology / Index
research-document · DFR-DDE8D86507DE
Frontier analysis — Spacing — Concepts / Spacing / Index
research-document · DFR-17CB44C62BB9
Frontier analysis — Typography — Concepts / Typography / Index
research-document · DFR-F8BFD0E3FE03
Frontier analysis — Wayfinding — Concepts / Wayfinding / Index
research-document · DFR-B2C397D305D4
Frontier analysis — Intake Preservation — Content / Intake Preservation
research-document · DFR-DC5AD38AD6F9
Frontier analysis — Composition Science Project Constitution — Composition Science / Canonical / Composition Science Project Constitution V1
research-document · DFR-BF4390E897E3
Frontier analysis — Mission — Composition Science / Canonical / Composition Science Repository Governance Specification V1
research-document · DFR-2D79E3403B94
Frontier analysis — Composition Science Research Library — Composition Science / Canonical / Composition Science Research Library V0 2 2
research-document · DFR-7890AF0B35BF
Frontier analysis — Purpose — Composition Science / Canonical / Composition Science Research Library V0 1
research-document · DFR-EDD42711F0E6
Frontier analysis — Composition Science Research Library — Composition Science / Canonical / Composition Science Research Library V0 4
research-document · DFR-8EB8D1F86721
Frontier analysis — Purpose — Composition Science / Phase Report / Composition Science Phase 2 Visual Hierarchy And Wayfinding
research-document · DFR-D297D48E9434
Frontier analysis — Executive Summary — Composition Science / Phase Report / Composition Science Phase 3 Evidence Review Attention Wayfinding
research-document · DFR-FFFCBD46FBD0
Frontier analysis — Executive Summary — Composition Science / Research Note / Composition Science Architecture Human Scale And Proportion Research
research-document · DFR-E2248AE8E6DD
Frontier analysis — Purpose — Composition Science / Research Note / Intuitive Is Just Familiar Predictive Fit Rep V2
research-document · DFR-0C358FE09A1C
Frontier analysis — Purpose — Composition Science / Research Report / Intuitive Is Just Familiar Research Report
research-document · DFR-107A0DE743CC
Frontier analysis — Web Component Framework ADR Set — Design Library / Decision Record / Web Component Framework Adrs V1
research-document · DFR-1280D067E8DC
Frontier analysis — Web Component Framework Evidence Registry — Design Library / Evidence Registry / Web Component Framework Evidence Registry V1
research-document · DFR-9B8804E872C7
Frontier analysis — Purpose — Design Library / Research Report / Component Library Foundations Research Report
research-document · DFR-6B40AC660C07
Frontier analysis — Itten Color Contrasts Evidence Registry v1 — Itten Color Contrasts / Evidence Registry / Itten Color Evidence Registry V1
research-document · DFR-4A04CC9D04D8
Frontier analysis — Extension Ratios, Area, and Salience — Itten Color Contrasts / Experiment Report / EX ITTEN 001 Extension Area Salience
research-document · DFR-2C9D65D22119
Frontier analysis — Contextual Color-Token Robustness — Itten Color Contrasts / Experiment Report / EX ITTEN 002 Contextual Token Robustness
research-document · DFR-96F574220179
Frontier analysis — HDR Interface Adaptation and Recovery — Itten Color Contrasts / Experiment Report / EX ITTEN 003 Hdr Adaptation
research-document · DFR-00F460B6F060
Frontier analysis — OLED and LCD Appearance Equivalence — Itten Color Contrasts / Experiment Report / EX ITTEN 006 Oled Lcd Equivalence
research-document · DFR-D20626146E53
Frontier analysis — Peripheral Chromatic Interface Cues — Itten Color Contrasts / Experiment Report / EX ITTEN 007 Peripheral Chromatic Cues
research-document · DFR-1D67A8549E6B
Frontier analysis — Color-Difference Metric Validation — Itten Color Contrasts / Experiment Report / EX ITTEN 008 Color Metric Validation
research-document · DFR-4754BD35CC57
Frontier analysis — Itten Modern Color Theory Experiment Program — Itten Color Contrasts / Experiment Report / README
research-document · DFR-3D1114947579
Frontier analysis — Itten Color Contrasts — Experiment Pilot Cycle — Itten Color Contrasts / Research Journal / 2026 07 28 Cycle 2 Experiment Pilots
research-document · DFR-AF62FAFA8554
Frontier analysis — Itten Color Contrasts — Research Cycle 1 — Itten Color Contrasts / Research Journal / 2026 07 28 Cycle 1
research-document · DFR-A6FF0EC93DC7
Frontier analysis — Purpose — Product Genome / Canonical / Product Genome Project Atlas V1
research-document · DFR-D4921111DB24
Frontier analysis — Operationalizing Product Legibility — Product Genome / Canonical / Product Genome Research Execution Package Run 02
research-document · DFR-81286D9F89AD
Frontier analysis — Purpose — Product Genome / Knowledge Model / Product Genome Autonomous Research Run 01
research-document · DFR-D884DED897E2
Frontier analysis — Purpose — Project Atlas / Canonical / Project Atlas Color Vocabulary And Mechanism Taxonomy
research-document · DFR-4DB81E565967
Frontier analysis — Purpose — Project Atlas / Canonical / Project Atlas Perceptual Color Genome
research-document · DFR-24E0768B31BF
Frontier analysis — Vision — Project Atlas / Canonical / Project Atlas Project Charter V0 1
research-document · DFR-BC753B457AAE
Frontier analysis — Strategic Direction — Project Atlas / Canonical / Project Atlas Research Methodology V0 2
research-document · DFR-A79781C43AC8
Frontier analysis — Objective — Project Atlas / Comparative Study / Project Atlas Ribbon Comparative Study V0 1
research-document · DFR-4052EA1E4979
Frontier analysis — Purpose — Project Atlas / Evidence Gallery / Project Atlas Evidence Gallery V0 1
research-document · DFR-66125813DDF2
Frontier analysis — Atlas Perceptual Measurement Layer — Project Atlas / Research Note / Df Atlas Color 005 Perceptual Measurement Layer
research-document · DFR-9776D1439D44
Frontier analysis — Executive Summary — Project Atlas / Research Note / Project Atlas Masters Vs Modern Science 02 Josef Albers V0 1
research-document · DFR-3FD0FBCC2A87
Frontier analysis — Typography Cross-Layer Transfer and Adaptive Reading — Project Atlas / Research Note / Rp Atlas Typo Transfer 001
research-document · DFR-3404CF8C3DA0
Frontier analysis — Core Insight — Project Atlas / Research Plan / Project Atlas Foundation Research Plan
research-document · DFR-A7980179E0FA
Frontier analysis — What Was Accomplished — Project Atlas / Research Report / Project Atlas Typography Autonomous Research Report V1
research-document · DFR-81696727E7CE
Frontier analysis — Structured Content Layer — Content / README
research-document · DFR-58716112F3D5
Frontier analysis — Decisions — Registries / Decisions / Index
research-document · DFR-24197B6ACCEC
Frontier analysis — Evidence — Registries / Evidence / Index
research-document · DFR-60902B5116F6
Frontier analysis — Experiments — Registries / Experiments / Index
research-document · DFR-CFA2A398B022
Frontier analysis — Hypotheses — Registries / Hypotheses / Index
research-document · DFR-9C73A82A84AA
Frontier analysis — Pipeline — Knowledge Platform / Build Pipeline
research-document · DFR-6FBE16A3BE91
Frontier analysis — Phase 1 — Knowledge Platform / Implementation Roadmap
research-document · DFR-CD0279C15D9E
Frontier analysis — Major Concepts — Knowledge Platform / Knowledge Genome
research-document · DFR-40E61AEBC58A
Frontier analysis — Canonical Front Matter — Knowledge Platform / Metadata Standard
research-document · DFR-8DEC95C3E64D
Frontier analysis — Principles — Knowledge Platform / Migration Plan
research-document · DFR-FC7B912091B9
Frontier analysis — Recommendation — Knowledge Platform / Repository Architecture
research-document · DFR-A6FE2686F606
Frontier analysis — Summary — Knowledge Platform / Repository Manifest
research-document · DFR-06B449BC34D3
Frontier analysis — Rejected Alternatives — Knowledge Platform / Risk Assessment
research-document · DFR-269E038E693F
Frontier analysis — Recommendation — Knowledge Platform / Search Architecture
research-document · DFR-4B824DC50A2F
Frontier analysis — Recommendation — Knowledge Platform / Website Architecture
research-document · DSP-CCE-0001
Clinical Communication Design System and Prototype Specifications
research-document · EVR-WC-0001
Web Component Framework Evidence Registry
research-document · EVREG-BDE-001
Beautiful Digital Experiences Evidence Registry
research-document · EVREG-VE-ITTEN-001
Itten Color Contrasts Evidence Registry v1
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Executive Summary
Multi-cycle investigation of typography as a constrained visual communication system. The work tested information-theoretic, geometric, crowding, spacing, contextual-inference, familiarity, and functional-aesthetic hypotheses. The strongest conclusion is that typography cannot be optimized with one global readability score. It is an adaptive, layered inference system whose active bottleneck changes with observer, environment, task, language context, and consequence of error. Glyph-level robustness remains measurable and important, but improvements transfer upward only when glyph recognition is the limiting factor. The proposed Atlas model therefore combines conditional confusion networks, degradation curves, language redundancy, eye-movement adaptation, and task-weighted error costs.
research-document
Experiments
research-document · FRONTIER-MASTER
Repository Research Frontier
Project foundation · GOV-001
Composition Science Project Constitution
research-document · HYR-WC-0001
Web Component Framework Hypothesis Registry
research-document · HYREG-BDE-001
Beautiful Digital Experiences Hypothesis Registry
research-document · IDX-VE-ITTEN-EX-001
Itten Modern Color Theory Experiment Program
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Implementation Roadmap
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Intake Preservation
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Intuitive Is Just Familiar
Familiarity is a major source of what users call intuitive, but it is not the whole phenomenon. Repetition increases processing fluency, liking, confidence, speed, accuracy, and automaticity. It can therefore make an initially mediocre interface feel natural and, for practiced users, perform well. However, familiarity cannot reliably repair poor task structure, excessive physical effort, weak feedback, hidden state, preventable errors, or dangerous mappings. The report proposes that perceived intuitiveness is an inference generated from processing fluency and prediction success, while durable design quality depends on separate dimensions: immediate legibility, learnability, practiced efficiency, error resistance, transferability, and adaptability. Familiarity is best modeled as a performance multiplier and switching-cost generator, not as evidence that the underlying design is good.
research-document
Intuitive Is Just Familiar
Familiarity is a major source of what users call intuitive, but it is not the whole phenomenon. Repetition increases processing fluency, liking, confidence, speed, accuracy, and automaticity. It can therefore make an initially mediocre interface feel natural and, for practiced users, perform well. However, familiarity cannot reliably repair poor task structure, excessive physical effort, weak feedback, hidden state, preventable errors, or dangerous mappings. The report proposes that perceived intuitiveness is an inference generated from processing fluency and prediction success, while durable design quality depends on separate dimensions: immediate legibility, learnability, practiced efficiency, error resistance, transferability, and adaptability. Familiarity is best modeled as a performance multiplier and switching-cost generator, not as evidence that the underlying design is good.
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Knowledge Genome
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Letter-Confusion Data Audit and Measurement Plan
Audit of existing letter-similarity, letter-confusion, visual-span, and synthetic glyph datasets. The main finding is that these data classes answer different questions and must remain condition-aware.
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Masters vs. Modern Science 01: Michel-Eugène Chevreul
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Metadata Standard
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Migration Plan
research-document · ONT-001
Composition Science Ontology
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Product Genome Autonomous Research Report: Run 01
This research run rejects minimalism as a universal product-design law and replaces it with a stronger model: products should minimize unnecessary interaction cost while preserving the complexity required by capability, safety, expertise, and context. The most defensible cross-domain principles concern compatibility between controls and user expectations, perceptible action possibilities, closed feedback loops, biomechanical fit, error-resistant constraints, and support for maintenance over time. Rams and Sapper are best understood not as opposing aesthetics but as different strategies for managing complexity. Rams tends to externalize order and suppress nonessential signals; Sapper often internalizes technical complexity while preserving direct manipulation and mechanical intelligibility. Repairability and emotional durability appear related to product lifetime, but current evidence does not justify treating either as independently sufficient. The report proposes a Product Legibility Model and a Complexity Allocation Model for future testing.
Start here
Product Genome: Project Atlas Research Framework
Product design is treated here as the design of sustained physical interaction between humans, objects, systems, and environments. The Product Genome will not begin as a catalog of famous designers or stylistic movements. It will identify recurring variables, constraints, interaction patterns, and perceptual effects, then map how individual designers and product categories weight those variables differently. The goal is to distinguish biological and functional regularities from cultural conventions, manufacturing artifacts, brand language, and temporary fashion.
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Project Atlas Applied Case Study 001: Account Settings Form
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Project Atlas Autonomous Research Report 001
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Project Atlas Color Evidence Registry v0.1
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Project Atlas - Color Vocabulary and Mechanism Taxonomy
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Project Atlas: Comparative Color Framework
Color disciplines appear to conflict partly because they optimize for different outcomes: physical measurement, perceptual prediction, search performance, accessibility, expression, spatial experience, or narrative. The comparison supports reorganizing Atlas by perceptual mechanism and functional outcome rather than by profession. Traditional design concepts remain useful, but they should be treated as applied heuristics built on lower-level mechanisms such as adaptation, contrast, grouping, salience, ecological familiarity, and learned meaning.
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Project Atlas – Evidence Gallery v0.1
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Project Atlas -- Foundation Research Plan
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Project Atlas - Masters vs. Modern Science 02: Josef Albers
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Project Atlas: Perceptual Color Genome
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Project Atlas -- Research Methodology v0.2
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Project Atlas – Ribbon Comparative Study v0.1
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Project Atlas Rosetta Stone: Cross-System Design Mechanism Map
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Project Atlas
research-document · RDM-CCE-0001
Clinical Communication Engineering Research Roadmap
research-document · REP-ATLAS-0002
ATLAS-0002 Relational Legibility Envelope
Current synthesis · REP-ATLAS-0004
Visual Design Research Consolidation
Start here · REP-BDE-0001
Beautiful Digital Experiences — Territory and Evidence Foundation
research-document · REP-VE-COL-001
Color, Contrast, Low Vision, and Color-Vision Deficiency
Measurement foundation · REP-VE-EVL-001
Evaluation, Measurement, and Experimentation Foundation and Falsification
Start here · REP-VE-ITTEN-001
Johannes Itten Revisited — Seven Color Contrasts Through Modern Vision Science
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Repository Architecture
research-document · REPOSITORY-HEALTH
Repository Health Assessment
research-document
Repository Manifest
research-document · RFR-00CA9D58
Map boundary conditions and failure regimes: Cross-Project Web Component Framework Research Execution Package
research-document · RFR-011D1D79
Independent validation of the central claim: Agent Instructions
research-document · RFR-02B4F929
Independent validation of the central claim: Cognition
research-document · RFR-03EB32B8
Map boundary conditions and failure regimes: Purpose
research-document · RFR-0508A923
Map boundary conditions and failure regimes: Web Component Framework Evidence Registry
research-document · RFR-052665BF
Calibrate construct and measurement validity: Peripheral Chromatic Interface Cues
research-document · RFR-053116D5
Calibrate construct and measurement validity: Rejected Alternatives
research-document · RFR-0541E49C
Calibrate construct and measurement validity: Strategic Direction
research-document · RFR-05660DCA
Calibrate construct and measurement validity: Executive Summary
research-document · RFR-060F7659
Create a shared benchmark and decision threshold: Human Factors
research-document · RFR-0690CCB9
Map boundary conditions and failure regimes: Itten Color Contrasts Evidence Registry v1
research-document · RFR-06D56D4B
Calibrate construct and measurement validity: Component Architecture
research-document · RFR-076EC760
Test cross-population and cross-context transfer: Hierarchy
research-document · RFR-07E024C7
Test cross-population and cross-context transfer: Itten Color Contrasts — Research Cycle 1
research-document · RFR-07FB3FFD
Independent validation of the central claim: Executive Summary
research-document · RFR-0858E539
Map boundary conditions and failure regimes: Hierarchy
research-document · RFR-097A4B15
Independent validation of the central claim: Decisions
research-document · RFR-09E956AB
Map boundary conditions and failure regimes: Composition
research-document · RFR-0ADE915F
Create a shared benchmark and decision threshold: Hierarchy
research-document · RFR-0AE3D246
Map boundary conditions and failure regimes: Clinical Communication Engineering Research Journal — Cycle 1
research-document · RFR-0B72478B
Test cross-population and cross-context transfer: Major Concepts
research-document · RFR-0D1F62C6
Map boundary conditions and failure regimes: Strategic Direction
research-document · RFR-0F711CF5
Test cross-population and cross-context transfer: Web Component Framework ADR Set
research-document · RFR-10971FA9
Create a shared benchmark and decision threshold: Itten Color Contrasts — Experiment Pilot Cycle
research-document · RFR-109763A3
Independent validation of the central claim: Principles
research-document · RFR-110317B5
Independent validation of the central claim: Purpose
research-document · RFR-11E105E0
Create a shared benchmark and decision threshold: Agent Instructions
research-document · RFR-122A6BC8
Independent validation of the central claim: Major Concepts
research-document · RFR-12836F93
Create a shared benchmark and decision threshold: Decisions
research-document · RFR-12B58143
Create a shared benchmark and decision threshold: Web Component Framework Hypothesis Registry
research-document · RFR-137E8A49
Map boundary conditions and failure regimes: Project Atlas Rosetta Stone: Cross-System Design Mechanism Map
research-document · RFR-13939F9B
Map boundary conditions and failure regimes: Extension Ratios, Area, and Salience
research-document · RFR-1428B4D4
Map boundary conditions and failure regimes: Major Concepts
research-document · RFR-1428E357
Independent validation of the central claim: Web Component Framework Architecture Probes
research-document · RFR-14FE3C32
Calibrate construct and measurement validity: Human Factors
research-document · RFR-152D08EE
Map boundary conditions and failure regimes: Product Design
research-document · RFR-15C3C449
Map boundary conditions and failure regimes: Executive Summary
research-document · RFR-163D45E8
Map boundary conditions and failure regimes: Wayfinding
research-document · RFR-17582586
Map boundary conditions and failure regimes: Intake Preservation
research-document · RFR-17F6A544
Map boundary conditions and failure regimes: Itten Modern Color Theory Experiment Program
research-document · RFR-181FFC5F
Create a shared benchmark and decision threshold: Purpose
research-document · RFR-194FA13A
Independent validation of the central claim: Project Atlas Autonomous Research Report 001
research-document · RFR-1AB79CB2
Create a shared benchmark and decision threshold: Strategic Direction
research-document · RFR-1ADC0CA0
Test cross-population and cross-context transfer: Evidence
research-document · RFR-1B090139
Create a shared benchmark and decision threshold: Color-Vision Deficiency, Aging, and Redundant Encoding
research-document · RFR-1B5E355A
Test cross-population and cross-context transfer: Web Component Framework Implementation Readiness Checklist
research-document · RFR-1B6785D7
Calibrate construct and measurement validity: Canonical Front Matter
research-document · RFR-1C03251B
Map boundary conditions and failure regimes: Architecture
research-document · RFR-1E51C5ED
Test cross-population and cross-context transfer: Core Insight
research-document · RFR-1FDD258C
Create a shared benchmark and decision threshold: Visual Engineering UI Anti-Patterns
research-document · RFR-2063C0E9
Map boundary conditions and failure regimes: Canonical Front Matter
research-document · RFR-20A8AEBD
Create a shared benchmark and decision threshold: Purpose
research-document · RFR-20DD3DB2
Independent validation of the central claim: Itten Color Contrasts Evidence Registry v1
research-document · RFR-216BBAC8
Calibrate construct and measurement validity: Operationalizing Product Legibility
research-document · RFR-2260CF6F
Independent validation of the central claim: Executive Summary
research-document · RFR-2269F1EE
Calibrate construct and measurement validity: Cross-Project Web Component Framework Architecture Recommendation
research-document · RFR-236D047E
Create a shared benchmark and decision threshold: Project Atlas Rosetta Stone: Cross-System Design Mechanism Map
research-document · RFR-245DA335
Map boundary conditions and failure regimes: Composition Science Project Constitution
research-document · RFR-24C0F467
Map boundary conditions and failure regimes: Web Component Framework Architecture Probes
research-document · RFR-258CF74E
Independent validation of the central claim: Project Atlas Rosetta Stone: Cross-System Design Mechanism Map
research-document · RFR-2631C6BB
Create a shared benchmark and decision threshold: Visual Engineering UI Foundations
research-document · RFR-2811AE57
Create a shared benchmark and decision threshold: Composition
research-document · RFR-29608CCA
Map boundary conditions and failure regimes: Web Component Framework Hypothesis Registry
research-document · RFR-297D4D48
Calibrate construct and measurement validity: Evidence
research-document · RFR-29E7437E
Test cross-population and cross-context transfer: Beautiful Digital Experiences Research Journal — Cycle 1
research-document · RFR-29F0DD45
Map boundary conditions and failure regimes: Component Architecture
research-document · RFR-2A642BE5
Test cross-population and cross-context transfer: Rejected Alternatives
research-document · RFR-2A72B84E
Map boundary conditions and failure regimes: Clinical Communication Engineering Hypothesis Registry
research-document · RFR-2C33B54D
Test cross-population and cross-context transfer: Composition Science Atlas Research Framework
research-document · RFR-2C53720C
Create a shared benchmark and decision threshold: Peripheral Chromatic Interface Cues
research-document · RFR-2D37A2C1
Calibrate construct and measurement validity: Clinical Communication Engineering Research Journal — Cycle 1
research-document · RFR-2ED61285
Independent validation of the central claim: Albert Munsell vs. Modern Perceptual Color Spaces
research-document · RFR-2FD4F1EF
Calibrate construct and measurement validity: Composition Science Project Constitution
research-document · RFR-30986B41
Calibrate construct and measurement validity: Composition Science Research Library
research-document · RFR-3122CFFA
Calibrate construct and measurement validity: Knowledge Graph
research-document · RFR-3166DB62
Create a shared benchmark and decision threshold: Color
research-document · RFR-3287515A
Map boundary conditions and failure regimes: Contextual Color-Token Robustness
research-document · RFR-32AE095D
Calibrate construct and measurement validity: Hypotheses
research-document · RFR-3323D772
Create a shared benchmark and decision threshold: Evidence
research-document · RFR-336C8769
Map boundary conditions and failure regimes: Typography Cross-Layer Transfer and Adaptive Reading
research-document · RFR-34282FA6
Calibrate construct and measurement validity: Beautiful Digital Experiences — Territory and Evidence Foundation
research-document · RFR-3485DA8E
Map boundary conditions and failure regimes: Visual Scene Construction, Predictive Processing, and Active Perception
research-document · RFR-34C95A23
Calibrate construct and measurement validity: Hierarchy
research-document · RFR-352EB5BF
Independent validation of the central claim: Itten Color Contrasts — Experiment Pilot Cycle
research-document · RFR-3663E3BD
Independent validation of the central claim: Distributing Visual Engineering UI Context
research-document · RFR-368C2347
Calibrate construct and measurement validity: Research Methodology
research-document · RFR-3761E630
Independent validation of the central claim: Operationalizing Product Legibility
research-document · RFR-3849CE2E
Test cross-population and cross-context transfer: Extension Ratios, Area, and Salience
research-document · RFR-38538ABF
Independent validation of the central claim: Learning
research-document · RFR-38A7F902
Calibrate construct and measurement validity: HDR Interface Adaptation and Recovery
research-document · RFR-38C1E0F5
Create a shared benchmark and decision threshold: Composition Science Project Constitution
research-document · RFR-3975D1D3
Test cross-population and cross-context transfer: Pipeline
research-document · RFR-39B8813B
Calibrate construct and measurement validity: Itten Color Contrasts — Research Cycle 1
research-document · RFR-3A59568C
Create a shared benchmark and decision threshold: Web Component Framework Implementation Readiness Checklist
research-document · RFR-3AE45FC5
Calibrate construct and measurement validity: Summary
research-document · RFR-3BB2EE06
Test cross-population and cross-context transfer: Color
research-document · RFR-3BDCE205
Independent validation of the central claim: Evidence
research-document · RFR-3BDD2BFE
Test cross-population and cross-context transfer: HDR Interface Adaptation and Recovery
research-document · RFR-3C3261AE
Test cross-population and cross-context transfer: Learning
research-document · RFR-3CAABF1F
Create a shared benchmark and decision threshold: Typography
research-document · RFR-3D821689
Create a shared benchmark and decision threshold: Visual Design Research Consolidation
research-document · RFR-3DE78E51
Calibrate construct and measurement validity: Color
research-document · RFR-408AAEAF
Test cross-population and cross-context transfer: Composition
research-document · RFR-40C350D2
Map boundary conditions and failure regimes: Visual Design Research Consolidation
research-document · RFR-4105064B
Test cross-population and cross-context transfer: Distributing Visual Engineering UI Context
research-document · RFR-411576CA
Independent validation of the central claim: Hierarchy
research-document · RFR-416EA6F1
Independent validation of the central claim: Research Methodology
research-document · RFR-41AA29F3
Calibrate construct and measurement validity: Phase 1
research-document · RFR-426D041A
Map boundary conditions and failure regimes: Executive Summary
research-document · RFR-42ECFD69
Map boundary conditions and failure regimes: Recommendation
research-document · RFR-42FA1653
Map boundary conditions and failure regimes: Itten Color Contrasts — Experiment Pilot Cycle
research-document · RFR-4343C2FF
Calibrate construct and measurement validity: Executive Summary
research-document · RFR-43BA3D2C
Independent validation of the central claim: HDR Interface Adaptation and Recovery
research-document · RFR-4536C664
Create a shared benchmark and decision threshold: Composition Science Research Library
research-document · RFR-4546C0DF
Calibrate construct and measurement validity: Web Component Framework Hypothesis Registry
research-document · RFR-456978E4
Test cross-population and cross-context transfer: Purpose
research-document · RFR-45A66A14
Calibrate construct and measurement validity: Executive Summary
research-document · RFR-489C460D
Independent validation of the central claim: Ontology
research-document · RFR-48EB7ABB
Create a shared benchmark and decision threshold: Component Architecture
research-document · RFR-4910776A
Map boundary conditions and failure regimes: Web Component Framework Research Journal
research-document · RFR-49241F4D
Independent validation of the central claim: Recommendation
research-document · RFR-49813C04
Create a shared benchmark and decision threshold: Phase 1
research-document · RFR-49A6C985
Test cross-population and cross-context transfer: Visual Engineering UI Anti-Patterns
research-document · RFR-4A85B770
Create a shared benchmark and decision threshold: Contextual Color-Token Robustness
research-document · RFR-4B23AC7E
Test cross-population and cross-context transfer: Johannes Itten Revisited — Seven Color Contrasts Through Modern Vision Science
research-document · RFR-4B51BF22
Create a shared benchmark and decision threshold: Typography Cross-Layer Transfer and Adaptive Reading
research-document · RFR-4BB65E97
Map boundary conditions and failure regimes: Hypotheses
research-document · RFR-4BE96A27
Create a shared benchmark and decision threshold: Clinical Communication Engineering Research Journal — Cycle 1
research-document · RFR-4DBD1ABB
Create a shared benchmark and decision threshold: Summary
research-document · RFR-4E45A723
Test cross-population and cross-context transfer: Purpose
research-document · RFR-4EC199B0
Test cross-population and cross-context transfer: Web Component Framework Research Journal
research-document · RFR-4ED384E1
Independent validation of the central claim: Structured Content Layer
research-document · RFR-4F0EEEAC
Test cross-population and cross-context transfer: Executive Summary
research-document · RFR-4F3527C4
Calibrate construct and measurement validity: Web Component Framework Evidence Registry
research-document · RFR-50115ABE
Independent validation of the central claim: Typography Cross-Layer Transfer and Adaptive Reading
research-document · RFR-508D7954
Independent validation of the central claim: Web Component Framework Hypothesis Registry
research-document · RFR-50AD01FC
Test cross-population and cross-context transfer: Hypotheses
research-document · RFR-51401141
Independent validation of the central claim: Cross-Cultural Transfer of Warm and Cool Color Associations
research-document · RFR-51497CEF
Test cross-population and cross-context transfer: What Was Accomplished
research-document · RFR-518D1205
Independent validation of the central claim: Beautiful Digital Experiences Evidence Registry
research-document · RFR-52201982
Test cross-population and cross-context transfer: Beautiful Digital Experiences Evidence Registry
research-document · RFR-536CE4D1
Calibrate construct and measurement validity: Recommendation
research-document · RFR-53F08A46
Test cross-population and cross-context transfer: Purpose
research-document · RFR-5400EC7E
Calibrate construct and measurement validity: Visual Engineering UI Anti-Patterns
research-document · RFR-544ACDA1
Calibrate construct and measurement validity: Visual Scene Construction, Predictive Processing, and Active Perception
research-document · RFR-554A55C2
Map boundary conditions and failure regimes: Cognition
research-document · RFR-55C105EC
Test cross-population and cross-context transfer: Strategic Direction
research-document · RFR-577C86C5
Map boundary conditions and failure regimes: Rejected Alternatives
research-document · RFR-579B9B3A
Create a shared benchmark and decision threshold: Albert Munsell vs. Modern Perceptual Color Spaces
research-document · RFR-5833B36F
Create a shared benchmark and decision threshold: Spacing
research-document · RFR-58C28623
Create a shared benchmark and decision threshold: Structured Content Layer
research-document · RFR-58D3654C
Map boundary conditions and failure regimes: Perception
research-document · RFR-58F5BDF0
Create a shared benchmark and decision threshold: Project Atlas Foundational Documents and Evidence Collection 001: Microsoft Ribbon
research-document · RFR-5976ECAA
Map boundary conditions and failure regimes: Color-Vision Deficiency, Aging, and Redundant Encoding
research-document · RFR-5A2B0DEB
Test cross-population and cross-context transfer: Clinical Communication Engineering Hypothesis Registry
research-document · RFR-5D286E49
Independent validation of the central claim: Typography
research-document · RFR-5D3C85E9
Calibrate construct and measurement validity: Purpose
research-document · RFR-5D6CA78F
Calibrate construct and measurement validity: Typography Cross-Layer Transfer and Adaptive Reading
research-document · RFR-5DD7EE25
Create a shared benchmark and decision threshold: Cross-Project Web Component Framework Architecture Recommendation
research-document · RFR-5E852AA6
Map boundary conditions and failure regimes: Project Atlas Autonomous Research Report: Johannes Itten's Seven Color Contrasts
research-document · RFR-5ED1A4DE
Test cross-population and cross-context transfer: Recommendation
research-document · RFR-5FCA5DB5
Independent validation of the central claim: Architecture
research-document · RFR-621B8A14
Create a shared benchmark and decision threshold: Wayfinding
research-document · RFR-623D8889
Map boundary conditions and failure regimes: Core Insight
research-document · RFR-62959339
Independent validation of the central claim: Web Component Framework ADR Set
research-document · RFR-62A8EDD0
Map boundary conditions and failure regimes: Beautiful Digital Experiences — Territory and Evidence Foundation
research-document · RFR-62D5AC9C
Independent validation of the central claim: Clinical Communication Engineering Foundation Research Execution Package
research-document · RFR-6366C8F7
Test cross-population and cross-context transfer: Wayfinding
research-document · RFR-6390B988
Test cross-population and cross-context transfer: Web Component Framework Theory Registry Update
research-document · RFR-640D2E25
Independent validation of the central claim: Johannes Itten Revisited — Seven Color Contrasts Through Modern Vision Science
research-document · RFR-64608674
Map boundary conditions and failure regimes: Principles
research-document · RFR-6488A0B4
Create a shared benchmark and decision threshold: Distributing Visual Engineering UI Context
research-document · RFR-64D8A8A0
Map boundary conditions and failure regimes: Evaluation, Measurement, and Experimentation Foundation and Falsification
research-document · RFR-64F2B086
Map boundary conditions and failure regimes: HDR Interface Adaptation and Recovery
research-document · RFR-6503E3D5
Test cross-population and cross-context transfer: Executive Summary
research-document · RFR-654ECDD6
Map boundary conditions and failure regimes: Summary
research-document · RFR-65658BC9
Create a shared benchmark and decision threshold: Purpose
research-document · RFR-65A50639
Test cross-population and cross-context transfer: Visual Scene Construction, Predictive Processing, and Active Perception
research-document · RFR-662AF15E
Test cross-population and cross-context transfer: Purpose
research-document · RFR-67FAA8A6
Map boundary conditions and failure regimes: Attention
research-document · RFR-68B69C0E
Create a shared benchmark and decision threshold: Knowledge Graph
research-document · RFR-68D6DB24
Map boundary conditions and failure regimes: Web Component Framework Theory Registry Update
research-document · RFR-696AA35F
Independent validation of the central claim: Beautiful Digital Experiences — Territory and Evidence Foundation
research-document · RFR-69D2FF0D
Test cross-population and cross-context transfer: Component Architecture
research-document · RFR-6A7A72AF
Map boundary conditions and failure regimes: Composition Science Atlas Research Framework
research-document · RFR-6A855FB1
Test cross-population and cross-context transfer: Visual Design Research Consolidation
research-document · RFR-6ACA0F31
Map boundary conditions and failure regimes: Operationalizing Product Legibility
research-document · RFR-6AE6F143
Calibrate construct and measurement validity: OLED and LCD Appearance Equivalence
research-document · RFR-6BBFF234
Test cross-population and cross-context transfer: Semantic Durability Across Interface Contexts
research-document · RFR-6C08A900
Create a shared benchmark and decision threshold: Executive Summary
research-document · RFR-6CA91535
Independent validation of the central claim: Component Architecture
research-document · RFR-6CD23122
Create a shared benchmark and decision threshold: Core Insight
research-document · RFR-6D28F36F
Map boundary conditions and failure regimes: Semantic Durability Across Interface Contexts
research-document · RFR-6D2C2DBD
Test cross-population and cross-context transfer: Beautiful Digital Experiences Hypothesis Registry
research-document · RFR-6D3BBB95
Calibrate construct and measurement validity: Evaluation, Measurement, and Experimentation Foundation and Falsification
research-document · RFR-6D877320
Test cross-population and cross-context transfer: Cross-Project Web Component Framework Research Execution Package
research-document · RFR-6DD42319
Test cross-population and cross-context transfer: Spacing
research-document · RFR-6E0E2B48
Map boundary conditions and failure regimes: Learning
research-document · RFR-6EC06AD0
Create a shared benchmark and decision threshold: Itten Color Contrasts — Research Cycle 1
research-document · RFR-6F13C991
Independent validation of the central claim: Product Design
research-document · RFR-6F3F68FC
Create a shared benchmark and decision threshold: Itten Color Contrasts Evidence Registry v1
research-document · RFR-6FADEC3C
Test cross-population and cross-context transfer: Knowledge Graph
research-document · RFR-6FE5B25A
Calibrate construct and measurement validity: Experiments
research-document · RFR-700DA85D
Independent validation of the central claim: Mission
research-document · RFR-706330BB
Map boundary conditions and failure regimes: Albert Munsell vs. Modern Perceptual Color Spaces
research-document · RFR-70697725
Independent validation of the central claim: Executive Summary
research-document · RFR-706ED2A8
Independent validation of the central claim: Knowledge Graph
research-document · RFR-70AC5777
Independent validation of the central claim: Composition Science Research Library
research-document · RFR-70C9F790
Map boundary conditions and failure regimes: Experiments
research-document · RFR-70F640EB
Calibrate construct and measurement validity: Purpose
research-document · RFR-73280207
Map boundary conditions and failure regimes: Objective
research-document · RFR-75012B63
Independent validation of the central claim: Experiments
research-document · RFR-7524217E
Calibrate construct and measurement validity: Atlas Perceptual Measurement Layer
research-document · RFR-7533FDFF
Map boundary conditions and failure regimes: Vision
research-document · RFR-75DC0431
Create a shared benchmark and decision threshold: Beautiful Digital Experiences Hypothesis Registry
research-document · RFR-766C38A1
Calibrate construct and measurement validity: Beautiful Digital Experiences Research Journal — Cycle 1
research-document · RFR-76A35535
Calibrate construct and measurement validity: Principles
research-document · RFR-780F8473
Independent validation of the central claim: Summary
research-document · RFR-78A4F95D
Create a shared benchmark and decision threshold: Architecture
research-document · RFR-79B5C473
Independent validation of the central claim: Contextual Color-Token Robustness
research-document · RFR-7AF1060F
Independent validation of the central claim: Pipeline
research-document · RFR-7B62FA6F
Calibrate construct and measurement validity: Product Design
research-document · RFR-7CE17A95
Calibrate construct and measurement validity: Composition Science Research Library
research-document · RFR-7D09D3FF
Independent validation of the central claim: What Was Accomplished
research-document · RFR-7D3CE4C5
Create a shared benchmark and decision threshold: Purpose
research-document · RFR-7D3CFB7B
Independent validation of the central claim: Web Component Framework Implementation Readiness Checklist
research-document · RFR-7EBFD0C1
Create a shared benchmark and decision threshold: Purpose
research-document · RFR-7EC0442B
Independent validation of the central claim: Clinical Communication Engineering Research Journal — Cycle 1
research-document · RFR-7F5AD9B0
Create a shared benchmark and decision threshold: Semantic Durability Across Interface Contexts
research-document · RFR-8046FFDD
Calibrate construct and measurement validity: Before implementation
research-document · RFR-807C3D40
Independent validation of the central claim: Beautiful Digital Experiences Research Journal — Cycle 1
research-document · RFR-80CEF49D
Independent validation of the central claim: Itten Color Contrasts — Research Cycle 1
research-document · RFR-8108D35A
Test cross-population and cross-context transfer: Composition Science Research Library
research-document · RFR-81C4A599
Create a shared benchmark and decision threshold: Purpose
research-document · RFR-825E2F9E
Calibrate construct and measurement validity: Clinical Communication Engineering Evidence Registry
research-document · RFR-82F9F3BE
Test cross-population and cross-context transfer: Evaluation, Measurement, and Experimentation Foundation and Falsification
research-document · RFR-83C36076
Calibrate construct and measurement validity: Major Concepts
research-document · RFR-83EA6EEB
Test cross-population and cross-context transfer: Executive Summary
research-document · RFR-84C4F284
Calibrate construct and measurement validity: Cognition
research-document · RFR-84EB9201
Test cross-population and cross-context transfer: OLED and LCD Appearance Equivalence
research-document · RFR-85BF0866
Map boundary conditions and failure regimes: Cross-Project Web Component Framework Architecture Recommendation
research-document · RFR-86C7841C
Create a shared benchmark and decision threshold: Beautiful Digital Experiences Research Journal — Cycle 1
research-document · RFR-88790A3D
Calibrate construct and measurement validity: Typography
research-document · RFR-8A572F00
Create a shared benchmark and decision threshold: Pipeline
research-document · RFR-8AD12B40
Test cross-population and cross-context transfer: Product Design
research-document · RFR-8B508D5C
Independent validation of the central claim: Composition Science Project Constitution
research-document · RFR-8B8B321B
Create a shared benchmark and decision threshold: Ontology
research-document · RFR-8B8F1055
Test cross-population and cross-context transfer: Purpose
research-document · RFR-8B90AC58
Test cross-population and cross-context transfer: Decisions
research-document · RFR-8D71F35B
Test cross-population and cross-context transfer: Composition Science Project Constitution
research-document · RFR-8D838D22
Create a shared benchmark and decision threshold: Rejected Alternatives
research-document · RFR-8E1C6DFE
Create a shared benchmark and decision threshold: What Was Accomplished
research-document · RFR-8E3657CF
Map boundary conditions and failure regimes: Spacing
research-document · RFR-8E669FD3
Map boundary conditions and failure regimes: Composition Science Research Library
research-document · RFR-8F41DF0C
Independent validation of the central claim: Composition
research-document · RFR-8F5DEFD5
Independent validation of the central claim: Semantic Durability Across Interface Contexts
research-document · RFR-8F707518
Calibrate construct and measurement validity: Project Atlas Autonomous Research Report 001
research-document · RFR-903C0F3D
Calibrate construct and measurement validity: Recommendation
research-document · RFR-905AE29D
Test cross-population and cross-context transfer: Itten Color Contrasts Evidence Registry v1
research-document · RFR-90905CFF
Create a shared benchmark and decision threshold: Clinical Communication Engineering Foundation Research Execution Package
research-document · RFR-91413C95
Calibrate construct and measurement validity: Cross-Cultural Transfer of Warm and Cool Color Associations
research-document · RFR-91CCE084
Calibrate construct and measurement validity: Purpose
research-document · RFR-91E87E8B
Create a shared benchmark and decision threshold: HDR Interface Adaptation and Recovery
research-document · RFR-922551F7
Create a shared benchmark and decision threshold: Web Component Framework Evidence Registry
research-document · RFR-92D105B3
Independent validation of the central claim: Evidence
research-document · RFR-93FA68CA
Map boundary conditions and failure regimes: Project Atlas Autonomous Research Report 001
research-document · RFR-9452729F
Calibrate construct and measurement validity: Clinical Communication Engineering Hypothesis Registry
research-document · RFR-95CC3DDC
Test cross-population and cross-context transfer: Architecture
research-document · RFR-95D65EFE
Create a shared benchmark and decision threshold: Cross-Cultural Transfer of Warm and Cool Color Associations
research-document · RFR-968A9C84
Independent validation of the central claim: Before implementation
research-document · RFR-9797319A
Calibrate construct and measurement validity: Intake Preservation
research-document · RFR-979B813B
Map boundary conditions and failure regimes: Beautiful Digital Experiences Research Journal — Cycle 1
research-document · RFR-98C60415
Test cross-population and cross-context transfer: Project Atlas Rosetta Stone: Cross-System Design Mechanism Map
research-document · RFR-98D98851
Independent validation of the central claim: Vision
research-document · RFR-99306B86
Create a shared benchmark and decision threshold: Web Component Framework Architecture Probes
research-document · RFR-99E63F99
Create a shared benchmark and decision threshold: Purpose
research-document · RFR-9A6C9EDE
Independent validation of the central claim: Visual Engineering UI Foundations
research-document · RFR-9B2C2F1A
Create a shared benchmark and decision threshold: Web Component Framework Research Journal
research-document · RFR-9B49DB02
Create a shared benchmark and decision threshold: Attention
research-document · RFR-9B550201
Map boundary conditions and failure regimes: Cross-Cultural Transfer of Warm and Cool Color Associations
research-document · RFR-9B9C659F
Independent validation of the central claim: Purpose
research-document · RFR-9BCF6213
Independent validation of the central claim: Peripheral Chromatic Interface Cues
research-document · RFR-9C191D29
Create a shared benchmark and decision threshold: OLED and LCD Appearance Equivalence
research-document · RFR-9C3E0C44
Independent validation of the central claim: Atlas Perceptual Measurement Layer
research-document · RFR-9D6A05DF
Calibrate construct and measurement validity: Spacing
research-document · RFR-9DE712A3
Independent validation of the central claim: Strategic Direction
research-document · RFR-9E002D2F
Test cross-population and cross-context transfer: Objective
research-document · RFR-9F1AD0BA
Map boundary conditions and failure regimes: Clinical Communication Engineering Evidence Registry
research-document · RFR-9FAD0100
Test cross-population and cross-context transfer: Albert Munsell vs. Modern Perceptual Color Spaces
research-document · RFR-A0407BDD
Calibrate construct and measurement validity: Learning
research-document · RFR-A0A718CA
Map boundary conditions and failure regimes: Web Component Framework ADR Set
research-document · RFR-A13B1F3D
Create a shared benchmark and decision threshold: Web Component Framework Theory Registry Update
research-document · RFR-A1436D52
Map boundary conditions and failure regimes: Decisions
research-document · RFR-A1760792
Create a shared benchmark and decision threshold: Executive Summary
research-document · RFR-A19E86EA
Calibrate construct and measurement validity: Johannes Itten Revisited — Seven Color Contrasts Through Modern Vision Science
research-document · RFR-A2104DEA
Calibrate construct and measurement validity: Itten Modern Color Theory Experiment Program
research-document · RFR-A21C901C
Independent validation of the central claim: Purpose
research-document · RFR-A21FA2D9
Calibrate construct and measurement validity: What Was Accomplished
research-document · RFR-A2573DD8
Test cross-population and cross-context transfer: Typography Cross-Layer Transfer and Adaptive Reading
research-document · RFR-A2A5E6BA
Map boundary conditions and failure regimes: Purpose
research-document · RFR-A37DBAE4
Create a shared benchmark and decision threshold: Research Methodology
research-document · RFR-A387012B
Calibrate construct and measurement validity: Purpose
research-document · RFR-A38B82F7
Calibrate construct and measurement validity: Architecture
research-document · RFR-A3BFB7B4
Independent validation of the central claim: Composition Science Atlas Research Framework
research-document · RFR-A3F3879C
Create a shared benchmark and decision threshold: Mission
research-document · RFR-A43D6C38
Test cross-population and cross-context transfer: Cognition
research-document · RFR-A494DBA6
Test cross-population and cross-context transfer: Itten Color Contrasts — Experiment Pilot Cycle
research-document · RFR-A4AF1539
Map boundary conditions and failure regimes: Typography
research-document · RFR-A4B00E23
Test cross-population and cross-context transfer: Mission
research-document · RFR-A635AB65
Map boundary conditions and failure regimes: Recommendation
research-document · RFR-A63EFE0A
Independent validation of the central claim: Purpose
research-document · RFR-A7F32DE5
Create a shared benchmark and decision threshold: Major Concepts
research-document · RFR-A8899487
Map boundary conditions and failure regimes: Beautiful Digital Experiences Evidence Registry
research-document · RFR-A8A5C5FF
Create a shared benchmark and decision threshold: Intake Preservation
research-document · RFR-A8F2407C
Independent validation of the central claim: Purpose
research-document · RFR-A90AAA69
Map boundary conditions and failure regimes: Purpose
research-document · RFR-A9DC3345
Calibrate construct and measurement validity: Purpose
research-document · RFR-AA52AC56
Test cross-population and cross-context transfer: Principles
research-document · RFR-AB2F7EB5
Map boundary conditions and failure regimes: Purpose
research-document · RFR-AB470AC7
Independent validation of the central claim: Canonical Front Matter
research-document · RFR-AB5A9972
Independent validation of the central claim: Clinical Communication Engineering Evidence Registry
research-document · RFR-ABD5EEDC
Calibrate construct and measurement validity: Mission
research-document · RFR-ABFBB12A
Calibrate construct and measurement validity: Web Component Framework Research Journal
research-document · RFR-AD0B06A6
Calibrate construct and measurement validity: Ontology
research-document · RFR-AE256F6F
Test cross-population and cross-context transfer: Purpose
research-document · RFR-AFDA3197
Create a shared benchmark and decision threshold: Color-Difference Metric Validation
research-document · RFR-B064D25C
Map boundary conditions and failure regimes: Executive Summary
research-document · RFR-B186B831
Create a shared benchmark and decision threshold: Project Atlas Autonomous Research Report 001
research-document · RFR-B1C78F12
Create a shared benchmark and decision threshold: Purpose
research-document · RFR-B1D83585
Create a shared benchmark and decision threshold: Project Atlas Autonomous Research Report: Johannes Itten's Seven Color Contrasts
research-document · RFR-B1EA4A93
Map boundary conditions and failure regimes: Purpose
research-document · RFR-B21AF651
Calibrate construct and measurement validity: Decisions
research-document · RFR-B2386EA4
Test cross-population and cross-context transfer: Canonical Front Matter
research-document · RFR-B2A6E5B2
Test cross-population and cross-context transfer: Recommendation
research-document · RFR-B35E9B65
Independent validation of the central claim: Web Component Framework Evidence Registry
research-document · RFR-B3A6F9A7
Test cross-population and cross-context transfer: Operationalizing Product Legibility
research-document · RFR-B4DBBAA5
Create a shared benchmark and decision threshold: Hypotheses
research-document · RFR-B5356AE2
Calibrate construct and measurement validity: Structured Content Layer
research-document · RFR-B6373380
Calibrate construct and measurement validity: Perception
research-document · RFR-B6678BF6
Test cross-population and cross-context transfer: Color-Difference Metric Validation
research-document · RFR-B66BC366
Calibrate construct and measurement validity: Vision
research-document · RFR-B67A22A8
Test cross-population and cross-context transfer: Research Methodology
research-document · RFR-B6861771
Test cross-population and cross-context transfer: Purpose
research-document · RFR-B6AD8D4F
Test cross-population and cross-context transfer: Before implementation
research-document · RFR-B7787973
Test cross-population and cross-context transfer: Clinical Communication Engineering Evidence Registry
research-document · RFR-B7C3B0D7
Independent validation of the central claim: Color
research-document · RFR-B998D5D9
Map boundary conditions and failure regimes: Peripheral Chromatic Interface Cues
research-document · RFR-BA0997FF
Calibrate construct and measurement validity: Beautiful Digital Experiences Hypothesis Registry
research-document · RFR-BA282088
Calibrate construct and measurement validity: Project Atlas Foundational Documents and Evidence Collection 001: Microsoft Ribbon
research-document · RFR-BA305E40
Calibrate construct and measurement validity: Recommendation
research-document · RFR-BAE4097E
Create a shared benchmark and decision threshold: Objective
research-document · RFR-BAE7DE3A
Create a shared benchmark and decision threshold: Before implementation
research-document · RFR-BAF2BFDF
Independent validation of the central claim: Purpose
research-document · RFR-BB250AFB
Test cross-population and cross-context transfer: Evidence
research-document · RFR-BB33B990
Create a shared benchmark and decision threshold: Perception
research-document · RFR-BB5E2F74
Independent validation of the central claim: OLED and LCD Appearance Equivalence
research-document · RFR-BBBAD900
Create a shared benchmark and decision threshold: Cross-Project Web Component Framework Research Execution Package
research-document · RFR-BBD4F903
Create a shared benchmark and decision threshold: Vision
research-document · RFR-BBF29FA3
Independent validation of the central claim: Intake Preservation
research-document · RFR-BC197C18
Test cross-population and cross-context transfer: Composition Science Research Library
research-document · RFR-BC32BFAD
Map boundary conditions and failure regimes: Itten Color Contrasts — Research Cycle 1
research-document · RFR-BC505F5B
Map boundary conditions and failure regimes: Human Factors
research-document · RFR-BCB503EC
Test cross-population and cross-context transfer: Project Atlas Foundational Documents and Evidence Collection 001: Microsoft Ribbon
research-document · RFR-BDA2D531
Independent validation of the central claim: Itten Modern Color Theory Experiment Program
research-document · RFR-BDBC0B2F
Test cross-population and cross-context transfer: Peripheral Chromatic Interface Cues
research-document · RFR-BE8A83FB
Independent validation of the central claim: Cross-Project Web Component Framework Research Execution Package
research-document · RFR-BEFEE7F4
Calibrate construct and measurement validity: Web Component Framework Theory Registry Update
research-document · RFR-C0B7F77D
Create a shared benchmark and decision threshold: Cognition
research-document · RFR-C2AE441F
Independent validation of the central claim: Beautiful Digital Experiences Hypothesis Registry
research-document · RFR-C2BB26C0
Create a shared benchmark and decision threshold: Recommendation
research-document · RFR-C2C3B9EB
Map boundary conditions and failure regimes: Evidence
research-document · RFR-C46FDE88
Test cross-population and cross-context transfer: Ontology
research-document · RFR-C4C86876
Test cross-population and cross-context transfer: Experiments
research-document · RFR-C548516A
Independent validation of the central claim: Recommendation
research-document · RFR-C563CC62
Create a shared benchmark and decision threshold: Itten Modern Color Theory Experiment Program
research-document · RFR-C574B756
Calibrate construct and measurement validity: Color-Vision Deficiency, Aging, and Redundant Encoding
research-document · RFR-C6688351
Independent validation of the central claim: Clinical Communication Engineering Hypothesis Registry
research-document · RFR-C6D41063
Map boundary conditions and failure regimes: Project Atlas Foundational Documents and Evidence Collection 001: Microsoft Ribbon
research-document · RFR-C872668D
Independent validation of the central claim: Color-Difference Metric Validation
research-document · RFR-C885E6FE
Create a shared benchmark and decision threshold: Canonical Front Matter
research-document · RFR-C8C7ECB5
Independent validation of the central claim: Perception
research-document · RFR-C8CFA885
Create a shared benchmark and decision threshold: Recommendation
research-document · RFR-C96AE1C0
Map boundary conditions and failure regimes: Before implementation
research-document · RFR-C9C5454C
Test cross-population and cross-context transfer: Recommendation
research-document · RFR-CA11C48A
Calibrate construct and measurement validity: Itten Color Contrasts — Experiment Pilot Cycle
research-document · RFR-CA818732
Map boundary conditions and failure regimes: Purpose
research-document · RFR-CBB3F73E
Calibrate construct and measurement validity: Purpose
research-document · RFR-CBF25A23
Independent validation of the central claim: Recommendation
research-document · RFR-CC7EFB7B
Test cross-population and cross-context transfer: Cross-Cultural Transfer of Warm and Cool Color Associations
research-document · RFR-CD3E5789
Create a shared benchmark and decision threshold: Johannes Itten Revisited — Seven Color Contrasts Through Modern Vision Science
research-document · RFR-CD6EBCC1
Test cross-population and cross-context transfer: Clinical Communication Engineering Foundation Research Execution Package
research-document · RFR-CDCFCC55
Test cross-population and cross-context transfer: Contextual Color-Token Robustness
research-document · RFR-CDEA2552
Map boundary conditions and failure regimes: Johannes Itten Revisited — Seven Color Contrasts Through Modern Vision Science
research-document · RFR-CE4E2A60
Calibrate construct and measurement validity: Web Component Framework Architecture Probes
research-document · RFR-CE8C04AC
Calibrate construct and measurement validity: Albert Munsell vs. Modern Perceptual Color Spaces
research-document · RFR-CF25FD66
Calibrate construct and measurement validity: Clinical Communication Engineering Foundation Research Execution Package
research-document · RFR-D08FE018
Create a shared benchmark and decision threshold: Composition Science Research Library
research-document · RFR-D14C0DAD
Independent validation of the central claim: Phase 1
research-document · RFR-D17DBD21
Calibrate construct and measurement validity: Web Component Framework ADR Set
research-document · RFR-D1CB0DFF
Map boundary conditions and failure regimes: Purpose
research-document · RFR-D29F3607
Map boundary conditions and failure regimes: Ontology
research-document · RFR-D2B5152B
Map boundary conditions and failure regimes: Atlas Perceptual Measurement Layer
research-document · RFR-D2BAE4A7
Map boundary conditions and failure regimes: Purpose
research-document · RFR-D33C0587
Calibrate construct and measurement validity: Evidence
research-document · RFR-D3A7D083
Test cross-population and cross-context transfer: Agent Instructions
research-document · RFR-D418AED2
Independent validation of the central claim: Visual Engineering UI Anti-Patterns
research-document · RFR-D433A0A4
Create a shared benchmark and decision threshold: Experiments
research-document · RFR-D474F814
Calibrate construct and measurement validity: Color-Difference Metric Validation
research-document · RFR-D4892A44
Test cross-population and cross-context transfer: Perception
research-document · RFR-D4B63459
Independent validation of the central claim: Cross-Project Web Component Framework Architecture Recommendation
research-document · RFR-D4E4CE6B
Calibrate construct and measurement validity: Objective
research-document · RFR-D6871DCD
Map boundary conditions and failure regimes: Recommendation
research-document · RFR-D68778F0
Calibrate construct and measurement validity: Project Atlas Rosetta Stone: Cross-System Design Mechanism Map
research-document · RFR-D692A259
Independent validation of the central claim: Web Component Framework Research Journal
research-document · RFR-D6CE944E
Map boundary conditions and failure regimes: Clinical Communication Engineering Foundation Research Execution Package
research-document · RFR-D6EB5EBF
Calibrate construct and measurement validity: Semantic Durability Across Interface Contexts
research-document · RFR-D8017442
Map boundary conditions and failure regimes: Evidence
research-document · RFR-D82426A2
Create a shared benchmark and decision threshold: Evaluation, Measurement, and Experimentation Foundation and Falsification
research-document · RFR-D844B3D9
Independent validation of the central claim: Purpose
research-document · RFR-D8AB5EAA
Independent validation of the central claim: Spacing
research-document · RFR-D9065C78
Map boundary conditions and failure regimes: Purpose
research-document · RFR-D9548632
Calibrate construct and measurement validity: Purpose
research-document · RFR-D98B4DC4
Create a shared benchmark and decision threshold: Atlas Perceptual Measurement Layer
research-document · RFR-D9989730
Calibrate construct and measurement validity: Purpose
research-document · RFR-D9BE081A
Independent validation of the central claim: Rejected Alternatives
research-document · RFR-DADFF28F
Test cross-population and cross-context transfer: Structured Content Layer
research-document · RFR-DB4C682E
Create a shared benchmark and decision threshold: Web Component Framework ADR Set
research-document · RFR-DB9C464D
Calibrate construct and measurement validity: Project Atlas Autonomous Research Report: Johannes Itten's Seven Color Contrasts
research-document · RFR-DC121D7F
Map boundary conditions and failure regimes: Beautiful Digital Experiences Hypothesis Registry
research-document · RFR-DC2AFDED
Calibrate construct and measurement validity: Web Component Framework Implementation Readiness Checklist
research-document · RFR-DC4E146D
Independent validation of the central claim: Hypotheses
research-document · RFR-DCE8440E
Independent validation of the central claim: Web Component Framework Theory Registry Update
research-document · RFR-DD0D33B2
Independent validation of the central claim: Project Atlas Autonomous Research Report: Johannes Itten's Seven Color Contrasts
research-document · RFR-DD24D117
Test cross-population and cross-context transfer: Cross-Project Web Component Framework Architecture Recommendation
research-document · RFR-DE4E7C8A
Calibrate construct and measurement validity: Itten Color Contrasts Evidence Registry v1
research-document · RFR-DEB5927A
Create a shared benchmark and decision threshold: Visual Scene Construction, Predictive Processing, and Active Perception
research-document · RFR-DF12CF30
Create a shared benchmark and decision threshold: Operationalizing Product Legibility
research-document · RFR-DF37F5FA
Test cross-population and cross-context transfer: Phase 1
research-document · RFR-DF4CAF8B
Calibrate construct and measurement validity: Visual Design Research Consolidation
research-document · RFR-DF69B54D
Calibrate construct and measurement validity: Cross-Project Web Component Framework Research Execution Package
research-document · RFR-E0700D8F
Create a shared benchmark and decision threshold: Beautiful Digital Experiences Evidence Registry
research-document · RFR-E143327D
Test cross-population and cross-context transfer: Typography
research-document · RFR-E30A17D6
Test cross-population and cross-context transfer: Web Component Framework Architecture Probes
research-document · RFR-E405640C
Create a shared benchmark and decision threshold: Evidence
research-document · RFR-E699B74B
Test cross-population and cross-context transfer: Project Atlas Autonomous Research Report: Johannes Itten's Seven Color Contrasts
research-document · RFR-E69DBA45
Create a shared benchmark and decision threshold: Composition Science Atlas Research Framework
research-document · RFR-E6CE0EC6
Create a shared benchmark and decision threshold: Purpose
research-document · RFR-E7CF9F4B
Map boundary conditions and failure regimes: Research Methodology
research-document · RFR-E7F9799C
Map boundary conditions and failure regimes: Mission
research-document · RFR-E882F3C2
Independent validation of the central claim: Human Factors
research-document · RFR-E8E1E84C
Test cross-population and cross-context transfer: Web Component Framework Hypothesis Registry
research-document · RFR-E8E53A2E
Independent validation of the central claim: Extension Ratios, Area, and Salience
research-document · RFR-E96EC584
Test cross-population and cross-context transfer: Web Component Framework Evidence Registry
research-document · RFR-E9EE094F
Map boundary conditions and failure regimes: Web Component Framework Implementation Readiness Checklist
research-document · RFR-E9FC4944
Calibrate construct and measurement validity: Pipeline
research-document · RFR-E9FF8A03
Calibrate construct and measurement validity: Contextual Color-Token Robustness
research-document · RFR-EA0200EB
Test cross-population and cross-context transfer: Attention
research-document · RFR-EAB9D773
Calibrate construct and measurement validity: Core Insight
research-document · RFR-EBE8763B
Map boundary conditions and failure regimes: Agent Instructions
research-document · RFR-EC529EE0
Independent validation of the central claim: Core Insight
research-document · RFR-ED7141D3
Create a shared benchmark and decision threshold: Clinical Communication Engineering Evidence Registry
research-document · RFR-ED8F9CBA
Independent validation of the central claim: Color-Vision Deficiency, Aging, and Redundant Encoding
research-document · RFR-ED9515BB
Independent validation of the central claim: Objective
research-document · RFR-EDB255A6
Map boundary conditions and failure regimes: Color
research-document · RFR-EF22ADEB
Test cross-population and cross-context transfer: Purpose
research-document · RFR-F03468A8
Map boundary conditions and failure regimes: Phase 1
research-document · RFR-F0604DE6
Calibrate construct and measurement validity: Composition
research-document · RFR-F069712B
Independent validation of the central claim: Attention
research-document · RFR-F0A92765
Test cross-population and cross-context transfer: Color-Vision Deficiency, Aging, and Redundant Encoding
research-document · RFR-F1024584
Calibrate construct and measurement validity: Composition Science Atlas Research Framework
research-document · RFR-F139C589
Create a shared benchmark and decision threshold: Beautiful Digital Experiences — Territory and Evidence Foundation
research-document · RFR-F1532442
Map boundary conditions and failure regimes: Color-Difference Metric Validation
research-document · RFR-F17875F6
Test cross-population and cross-context transfer: Beautiful Digital Experiences — Territory and Evidence Foundation
research-document · RFR-F252CE5F
Independent validation of the central claim: Visual Scene Construction, Predictive Processing, and Active Perception
research-document · RFR-F2B2999A
Calibrate construct and measurement validity: Wayfinding
research-document · RFR-F2FFA91F
Create a shared benchmark and decision threshold: Extension Ratios, Area, and Salience
research-document · RFR-F33FDFA8
Independent validation of the central claim: Purpose
research-document · RFR-F3634942
Calibrate construct and measurement validity: Attention
research-document · RFR-F3812C48
Test cross-population and cross-context transfer: Visual Engineering UI Foundations
research-document · RFR-F478D366
Independent validation of the central claim: Purpose
research-document · RFR-F490D801
Calibrate construct and measurement validity: Beautiful Digital Experiences Evidence Registry
research-document · RFR-F49EA80B
Map boundary conditions and failure regimes: Knowledge Graph
research-document · RFR-F4D19BFC
Map boundary conditions and failure regimes: Composition Science Research Library
research-document · RFR-F4D347EA
Map boundary conditions and failure regimes: OLED and LCD Appearance Equivalence
research-document · RFR-F4E25328
Independent validation of the central claim: Purpose
research-document · RFR-F4E88F76
Calibrate construct and measurement validity: Agent Instructions
research-document · RFR-F5806D6C
Independent validation of the central claim: Visual Design Research Consolidation
research-document · RFR-F5B8993B
Map boundary conditions and failure regimes: What Was Accomplished
research-document · RFR-F5EB32EB
Calibrate construct and measurement validity: Extension Ratios, Area, and Salience
research-document · RFR-F6E0590B
Calibrate construct and measurement validity: Distributing Visual Engineering UI Context
research-document · RFR-F72CBBD8
Test cross-population and cross-context transfer: Atlas Perceptual Measurement Layer
research-document · RFR-F80604A4
Test cross-population and cross-context transfer: Summary
research-document · RFR-F8118ED8
Map boundary conditions and failure regimes: Pipeline
research-document · RFR-F82E1060
Create a shared benchmark and decision threshold: Product Design
research-document · RFR-F84BA0E4
Independent validation of the central claim: Wayfinding
research-document · RFR-F8A8454B
Create a shared benchmark and decision threshold: Principles
research-document · RFR-F8D7054A
Create a shared benchmark and decision threshold: Clinical Communication Engineering Hypothesis Registry
research-document · RFR-F95C07D7
Map boundary conditions and failure regimes: Visual Engineering UI Foundations
research-document · RFR-F9AD33CC
Map boundary conditions and failure regimes: Visual Engineering UI Anti-Patterns
research-document · RFR-F9BD9CF2
Calibrate construct and measurement validity: Purpose
research-document · RFR-F9C6B1C7
Test cross-population and cross-context transfer: Project Atlas Autonomous Research Report 001
research-document · RFR-FA3C48BB
Create a shared benchmark and decision threshold: Recommendation
research-document · RFR-FAF5C47D
Independent validation of the central claim: Composition Science Research Library
research-document · RFR-FB4CE541
Independent validation of the central claim: Evaluation, Measurement, and Experimentation Foundation and Falsification
research-document · RFR-FB7440B8
Test cross-population and cross-context transfer: Vision
research-document · RFR-FBA9AD79
Independent validation of the central claim: Project Atlas Foundational Documents and Evidence Collection 001: Microsoft Ribbon
research-document · RFR-FBEB712F
Test cross-population and cross-context transfer: Intake Preservation
research-document · RFR-FC076E34
Test cross-population and cross-context transfer: Human Factors
research-document · RFR-FC6D1C45
Test cross-population and cross-context transfer: Itten Modern Color Theory Experiment Program
research-document · RFR-FC7D5D68
Map boundary conditions and failure regimes: Structured Content Layer
research-document · RFR-FD399B52
Create a shared benchmark and decision threshold: Learning
research-document · RFR-FDAB353F
Test cross-population and cross-context transfer: Purpose
research-document · RFR-FE215897
Map boundary conditions and failure regimes: Distributing Visual Engineering UI Context
research-document · RFR-FE256938
Calibrate construct and measurement validity: Visual Engineering UI Foundations
research-document · RFR-FE79174F
Map boundary conditions and failure regimes: Purpose
research-document · RFR-FF03B1E8
Create a shared benchmark and decision threshold: Purpose
research-document · RFR-FFBDCF49
Test cross-population and cross-context transfer: Purpose
research-document · RFR-FFC0B2DC
Test cross-population and cross-context transfer: Clinical Communication Engineering Research Journal — Cycle 1
research-document · RFR-FFC3C91D
Calibrate construct and measurement validity: Purpose
research-document · RFR-FFEBDA32
Create a shared benchmark and decision threshold: Executive Summary
research-document
Risk Assessment
research-document · RJ-VE-ITTEN-001
Itten Color Contrasts — Research Cycle 1
research-document · RJ-VE-ITTEN-002
Itten Color Contrasts — Experiment Pilot Cycle
research-document · RPT-GN100-001
Autonomous Research Report: Perception as the Foundation of Composition
The investigation rejects simple linear and threshold-based models of composition. Perceptual performance is better modeled as task-dependent competition among object organizations, shaped by eccentricity, grouping, similarity, attention, search history, and required representational precision.
research-document
Search Architecture
research-document · SPEC-001
Composition Science Knowledge Graph Specification
Practical standard · STD-CCE-0001
Clinical Communication Engineering Foundation Standard
research-document
Structured Content Layer
research-document · THY-CCE-0001
Clinical Communication Engineering Theory Registry
research-document · THY-WC-0001
Web Component Framework Theory Registry Update
research-document
Visual Density, Crowding, and Perceptual Separation
Five iterative research cycles tested whether a universal minimum spacing exists for visual composition. The fixed-spacing hypothesis was rejected. The strongest quantitative regularity is that critical spacing for peripheral identification grows approximately in proportion to eccentricity, but the coefficient varies by target, observer, meridian, grouping, and display configuration. Global grouping can worsen or relieve crowding, and clutter cannot be predicted from element count alone. The resulting model treats perceptual separation as a relationship among visual angle, eccentricity, grouping compatibility, feature competition, task, viewing time, and observer capability. The report proposes a Perceptual Separation Envelope and a practical design-testing protocol rather than a universal pixel rule.
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Visual Engineering UI Anti-Patterns
research-document
Visual Engineering UI Decision Checklist
Practical guide
Visual Engineering UI Foundations
research-document
Visual Information Transfer: Foundations for the Typography Genome
Typography can be usefully modeled as a noisy visual communication channel, but Shannon information cannot be equated with comprehension or meaning. The strongest measurable foundation is a layered model: physical signal preservation, perceptual discrimination, symbolic recognition, linguistic interpretation, and task success. Existing vision research already measures letter recognition in bits through confusion matrices and visual-span profiles, supporting the idea that type systems can be evaluated by information retained under degradation. However, alphabet fitness cannot be reduced to maximum geometric distinctiveness because familiarity, frequency, context, word structure, spacing, and reading strategy provide redundancy and alter the cost of individual confusions. Atlas should therefore measure conditional communication performance: how much task-relevant uncertainty a visual system removes for a defined reader, environment, and task.
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