Research snapshot · 5 October 2026
Sources, with their limits.
See what was reviewed, what each resource contributes, and where it informs this atlas.
The starting bibliography comes from Vitaly Friedman’s LinkedIn resource post. All 19 subject resources are listed below. Their depth of review varies: reading a public syllabus is not the same as taking a course, and reviewing an index is not an audit of every pattern.
General principles are adapted into original domain scenarios and wireframes. No source illustrations or protected course materials are reproduced. Read the evidence method before treating a card as a validated recommendation.
The original 19 resources
Resource 01 · AI UX Playground
AI UX Playground
Catalogue and selected detail pages reviewedContribution: Named patterns for citations, control, streaming, memory and agent actions.
Application: Useful foundation for evidence cards, readable conversation and bounded agency.
Limit: Selected relevant entries reviewed; the entire catalogue was not audited. Its FAQ currently describes 150 patterns in 11 categories.
Resource 02 · Brandon Harwood · quietloudlab
AI Interaction Atlas
Official repository and taxonomy reviewedContribution: Separates human tasks, AI tasks, system tasks, data artifacts, constraints and touchpoints.
Application: Use its vocabulary to assign review, execution, state management and recovery responsibilities.
Limit: A taxonomy, not a prescriptive UI framework. The official repository is available at https://github.com/quietloudlab/ai-interaction-atlas under Apache 2.0.
Resource 03 · Sharang Sharma
GenAI UX Design Patterns
Public framework overview reviewedContribution: Organises design around needs, trust, control, errors and safety.
Application: Use these lenses to assess a family of patterns rather than treating AI as a single chat feature.
Limit: The public overview supports this synthesis; linked material and individual examples were not exhaustively audited.
Resource 04 · Emily Campbell
The Shape of AI
Catalogue and named entries reviewedContribution: Connects wayfinding, contextual inputs, human oversight and trust cues.
Application: Adapt citations, memory control, disclosure and contextual actions to Scripture and personal practice.
Limit: The site states CC BY NC SA. This atlas uses original text and original wireframes; it does not reproduce the source illustrations.
Resource 05 · Sharang Sharma
8 voice AI UX patterns
Article reviewedContribution: Compares voice modes including turn-taking, voice-augmented chat, dictation and ambient access.
Application: Separate narrated audio from capture and dialogue; make roles and interruption clear.
Limit: A design analysis rather than a clinical or Bible-app validation study. The original short link leads through another Friedman post.
Resource 06 · Dustin Kirk
Agentic UX Patterns
Published catalogue overview and example reviewedContribution: Highlights role contracts, delegation modes, human oversight, grounding, memory and repair.
Application: Inform capability boundaries, source-bounded explanation and action recovery.
Limit: The catalogue presents 49 proposals. Their inclusion is not evidence of effectiveness in faith or clinical settings.
Resource 07 · Projects by IF
Design Patterns Catalogue
Catalogue and relevant automation entry reviewedContribution: Offers interaction approaches for data use, trust, accountability and control.
Application: Inform private sharing, purpose-specific choices and manageable automation.
Limit: Broader than AI; data-control interfaces must be backed by corresponding storage and permission behaviour.
Resource 08 · Anne Cantera
Voice of AI
Public module overview reviewedContribution: Covers conversation, persona, context, memory, multimodality, evaluation and guardrails.
Application: A curriculum map for voice-state design and evaluation questions.
Limit: Not every linked learning module was read. The overview does not validate a specific conversation script.
Resource 09 · Harsheen Vohra
Designing Audio AI People Actually Trust
Article reviewedContribution: Discusses transparency, voice consent, context, content control, customisation and accessibility.
Application: Inform narration provenance and explicit listening versus capture states.
Limit: The author scopes this to responsible audio AI, not a complete conversational-agent guideline.
Resource 10 · Kshitij Agrawal, Dave Brown and Clair Sun · attribution in the original post
Aiverse Design Patterns
Public catalogue and access model reviewedContribution: Uses product examples across discovery, instruction, observation, refinement and adaptation.
Application: Inform the progression from task choice to scope refinement and review; use public examples as further comparison material.
Limit: Protected Pro content was not reviewed. Public presentation is not an independent usability study.
Resource 11 · Luke Bennis
AI UX Patterns
Public sample and catalogue framing reviewedContribution: Combines help, suggestions, input feedback and result actions in one experience.
Application: Inform task entry, editing and review of AI suggestions.
Limit: The pattern-composition example is a design reference, not a validation of the proposed faith-specific variants.
Resource 12 · Maggie Appleton
Pattern Catalogue
Catalogue entries and descriptions reviewedContribution: Includes Historical Trails, Daily Notes and Epistemic Disclosure.
Application: Inform reading trails, personal-note entry and explicit evidence status.
Limit: A broad observational design catalogue rather than an exclusively AI or faith resource.
Resource 13 · Sharang Sharma
Where should AI sit in your UI
Article reviewedContribution: Compares seven spatial arrangements, including inline help, panels and full conversation surfaces.
Application: Inform task-centred AI placement and comparisons outside chat bubbles.
Limit: Its role interpretations should be tested with the intended audience; they do not establish universal layout rules.
Resource 14 · Sharang Sharma
How can AI UI capture intent
Article reviewedContribution: Explores contextual controls for search, uploaded material and content creation.
Application: Adapt editable passage context, source scope and concrete task choices.
Limit: Avoid turning contextual assistance into hidden inference about belief, health or emotional state.
Resource 15 · Vitaly Friedman
Design Patterns for AI Interfaces
Public syllabus reviewed on 5 October 2026Contribution: The syllabus covers context, memory, layout, input, output, accessibility, orchestration and evaluation.
Application: Use it as a coverage check for missing-context, overflow and governance scenarios.
Limit: The course videos were not reviewed. The earlier working document could not load this page; it is now accessible. Syllabus content is not treated as tested guidance.
Resource 16 · Vitaly Friedman
50 AI Design Patterns That Actually Work
Public course description reviewedContribution: Provides a structured teaching format for AI interface decisions and examples.
Application: Editorial method: explain a concrete problem, compare alternatives and discuss failure cases.
Limit: No course attendance or protected teaching material reviewed; no individual pattern claim is attributed to the course.
Used in: Editorial method and further learning. No specific interaction or research claim is derived from unreviewed teaching material.
Resource 17 · Brad Frost, Ian Frost and TJ Pitre
AI and Design Systems
Public course description reviewedContribution: Connects AI use with reusable components, product development and organisational practice.
Application: Implementation lens: the same state, provenance and permission semantics should survive across components.
Limit: Paid lessons and community discussions were not reviewed. Course claims are not research evidence.
Resource 18 · Romina Kavcic
The AI Design Guide
Public guide and offer overview reviewedContribution: Presents agentic design workflows, guides, templates and tools.
Application: Workflow lens for reusable briefs and maintaining an atlas alongside a design system.
Limit: Protected materials were not reviewed; the original post’s forthcoming-course description does not establish its present availability.
Used in: Editorial method and further learning. No specific interaction or research claim is derived from unreviewed teaching material.
Resource 19 · Sil Bormüller and team · attribution in the original post
Into Design Systems
Public event overview reviewedContribution: A conference and recording resource for AI and design-system practice.
Application: Further-learning and expert-review discovery, rather than a primary basis for an individual interaction rule.
Limit: Talks and recordings were not watched. Event marketing does not support a clinical, legal or usability conclusion.
Used in: Editorial method and further learning. No specific interaction or research claim is derived from unreviewed teaching material.
Additional technical, product, health and legal sources
These support the domain research independently of the original post. Each card links to its relevant sources directly.
Citations
Citations · AI UX Playground
Pattern detail reviewedConnects claims to inspectable sources. Precise verse, document and media evidence.
Limit: Citation presence alone does not establish claim support.
Progressive Disclosure
Progressive Disclosure · AI UX Playground
Pattern detail reviewedOffers layers of information instead of simultaneous detail. Answer depth and passage preview.
Limit: The proposed reader transition is a domain adaptation.
Memory Scope Toggle
Memory Scope Toggle · AI UX Playground
Pattern detail reviewedGives memory persistence an explicit scope. Reviewable optional memory with clear purpose.
Limit: A faith app still needs data governance and lawful processing.
Suggest Confirm Execute
Suggest Confirm Execute · AI UX Playground
Pattern detail reviewedSeparates suggestions, approved changes and execution. Action previews and bounded authority.
Limit: Approval thresholds depend on consequence and previously granted permissions.
Interrupt and Resume
Interrupt and Resume · AI UX Playground
Pattern detail reviewedMakes interruption and continuation visible. Partial output and recoverable long-answer reading.
Limit: Backend recovery must match the UI promise.
Control the level of automation
Control the level of automation · Projects by IF
Pattern detail reviewedLets people select an appropriate level of automation. Permissions by capability and consequence.
Limit: Standing authority must be bounded and revocable.
Scripture structure documentation
Scripture structure documentation · USFM documentation
Relevant structure and marker references reviewedPreserves distinctions in Scripture, paragraphs, notes and editorial content. Derive user scenarios from content meaning, not marker names.
Limit: A format is not a complete model of app behaviour, annotations or formation.
Footnote structure
Footnote structure · USFM documentation
Marker semantics reviewedDocuments note caller, origin, quotation and explanatory parts. Keep note parts and anchors intact.
Limit: Does not prescribe inline, sheet or panel presentation.
Cross-reference structure
Cross-reference structure · USFM documentation
Marker semantics reviewedDocuments cross-reference origins, targets and groups. Preview, compare and return while preserving grouping.
Limit: Reference relation does not imply theological agreement.
Translation additions
Translation additions · USFM documentation
Marker semantics reviewedDescribes translator-supplied wording that clarifies meaning. Explain the edition convention.
Limit: Translation additions are not AI additions.
Poetic paragraphs
Poetic paragraphs · USFM documentation
Marker semantics reviewedDescribes poetic paragraphs and relative indentation. Preserve poetic relationships through reflow.
Limit: Accessible presentation needs testing beyond import correctness.
Extended study footnotes
Extended study footnotes · USFM documentation
Marker semantics reviewedDescribes extended study content attached to the text. Publisher note with clear provenance.
Limit: A study note is distinct from a personal annotation.
Internal editorial remarks
Internal editorial remarks · USFM documentation
Marker semantics reviewedDescribes remarks not intended for publication. Keep internal records out of reader-facing commentary.
Limit: Requires import and publishing controls, not only styling.
Accessible modal dialog pattern
Accessible modal dialog pattern · W3C WAI
Interaction guidance reviewedSpecifies modal focus and keyboard behaviour. Accessible note sheets and modal interactions on the web.
Limit: Native apps require corresponding platform mechanisms.
Understanding Reflow
Understanding Reflow · W3C WAI
Guidance reviewedExplains usable content reflow at constrained width and enlargement. Readable cards, references and comparison layouts.
Limit: Some content has defined exceptions; test the actual experience.
AI Chatbots Design Guidelines
AI Chatbots Design Guidelines · Nielsen Norman Group
Published UX guidance reviewedDiscusses concise output, expanded detail and streaming-scroll problems. Long answers, deliberate expansion and reader-controlled scrolling.
Limit: General chatbot research, not validation of these Bible-app patterns.
Android Audio Bible
Android Audio Bible · YouVersion
Official help article reviewedDocuments playback, navigation, speed, timer and edition availability. Audio-first controls and accurate availability states.
Limit: Documented behaviour; no direct product usability audit performed.
Dwell Read Along
Dwell Read Along · Dwell
Publisher feature description reviewedDescribes combined listening and reading. Continuous read-along as an interaction reference.
Limit: Publisher claims about comprehension are not independent study results.
Return to the playing verse
Return to the playing verse · Dwell
Publisher release description reviewedDescribes returning from browsing to the verse currently playing. Separate viewport and playback positions.
Limit: Behaviour reference, not a fresh hands-on audit.
Guided Scripture
Guided Scripture · YouVersion
Official help article reviewedDocuments a guided sequence with media and Scripture. Named stages, navigation and optional media.
Limit: The proposed wireframe is an original generalisation.
How to pray Lectio Divina
How to pray Lectio Divina · Hallow
Publisher practice explanation reviewedExplains reading, meditation, prayer and contemplation in this practice. Named phases and intentional silence.
Limit: A tradition-specific practice guide, not a universal or clinical protocol.
EPUB Media Overlays
EPUB Media Overlays · W3C
Relevant specification section reviewedProvides a model for synchronised text and audio. Honest timing granularity and playback anchors.
Limit: Not proof of a particular Bible app implementation.
Record your insights using Notes
Record your insights using Notes · Logos
Official documentation reviewedExplains notes and selection or reference anchoring. Annotation scope, library and edition changes.
Limit: Documentation does not validate all proposed sync or overlap behaviour.
Resource Guide
Resource Guide · Olive Tree
Publisher feature description reviewedDescribes context-related study resources. Contextual previews and linked study panels.
Limit: A product reference; its UI was not independently audited here.
Evidence-bounded study method
Evidence-bounded study method · This atlas
Original design proposalSeparate evidence, interpretation and missing data. Apply provenance and uncertainty to lexical study.
Limit: Not an external empirical source.
Digital Spiritual Formation research agenda
Digital Spiritual Formation research agenda · This atlas
Research integration plannedDefines questions about actual reading, motivation, autonomy and formation. Proposed habit, progress and community patterns.
Limit: Kairos studies have not yet been supplied or evaluated; no findings are attributed to them.
Wysa FAQ
Wysa FAQ · Wysa
Provider description reviewedDescribes curated exercises, role boundaries and different rule-based or generative offerings. Reference for controlled content and explicit service scope.
Limit: Marketing and provider documentation, not independent efficacy evidence. Wysa is not a crisis service.
Woebot FAQ
Woebot FAQ · Woebot Health
Provider description reviewedRecords retirement of the app on 30 June 2025. Historical reference for curated conversational content.
Limit: Not a currently available app recommendation.
Therabot trial overview
Therabot trial overview · Dartmouth · 27 March 2025
Institutional trial summary reviewedReports a randomised study with 106 participants given Therabot and 104 controls without it, with symptom improvements and clinical oversight. Shows why system-specific evidence and oversight matter for health claims.
Limit: Not a head-to-head comparison with therapy. Full NEJM AI text was unavailable in this review. Findings do not transfer automatically to general or faith chatbots.
Randomized Trial of a Generative AI Chatbot for Mental Health Treatment
Randomized Trial of a Generative AI Chatbot for Mental Health Treatment · Heinz and colleagues · NEJM AI · 2025
Full text not reviewedOriginal publication associated with the Dartmouth trial. Further review is needed before citing detailed methods or numerical effect estimates from the paper.
Limit: Access failure is explicitly recorded; the institutional summary supports the limited account above.
Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers
Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers · Moore and colleagues · FAccT 2025
Original paper reviewedExperiments found stigma and inappropriate responses, including unsafe handling of delusional beliefs, in tested models. Inform adversarial and multi-turn evaluation for distress and dangerous claims.
Limit: Specific models and experimental scenarios; not a measurement of all present or future systems.
Concept of Trauma and Guidance for a Trauma-Informed Approach
Concept of Trauma and Guidance for a Trauma-Informed Approach · SAMHSA · 2014
Principles checked; full PDF access limitedPrinciples include safety, transparency, collaboration, empowerment and cultural sensitivity. Design lens for predictable transitions, voluntary disclosure and accountable data practices.
Limit: An organisational approach, not a validated AI script. The full guide needs deeper review before claiming implementation fidelity.
Psychological first aid Guide for field workers
Psychological first aid Guide for field workers · WHO, War Trauma Foundation and World Vision International · 2011
Official guide overview reviewedFrames humane practical support with respect for dignity, culture and abilities. Prioritise practical orientation, user choice and access to real support.
Limit: Designed for human helpers, not authorisation of autonomous AI crisis care.
Evidence standards framework for digital health technologies
Evidence standards framework for digital health technologies · NICE · updated 2022
Official classification text reviewedRelates evidence expectations to purpose and potential risk. Distinguish usability, wellness and treatment claims and their required evidence.
Limit: A UK evaluation framework, not German law or a product certification.
For Faith Leaders
For Faith Leaders · International OCD Foundation
Specialist guidance reviewedExplains how repeated reassurance and symptom accommodation can maintain OCD cycles. Inform specialist-reviewed scenarios involving repetitive moral certainty requests.
Limit: Do not diagnose ordinary doubt or use a chatbot to perform exposure therapy. Guidance for human faith leaders requires careful adaptation.
Dealing with psychological crises
Dealing with psychological crises · German Federal Ministry of Health portal
Official guidance reviewedNames emergency support including 112 for acute danger in Germany. Maintain locally appropriate, verified contact cards.
Limit: Country-specific guidance; routing proposals are not guaranteed crisis detection.
Process personal data lawfully
Process personal data lawfully · European Data Protection Board
Official guidance reviewedSpecial-category processing needs an appropriate Article 9 exception in addition to an Article 6 basis. Separate conversation processing, durable memory, training and sharing purposes.
Limit: Specific lawful basis, retention and DPIA decisions require the actual data flows.
AI Act Article 50
AI Act Article 50 · European Commission AI Act Service Desk
Current official text reviewed · 5 October 2026Sets transparency duties for specified systems, including direct AI interaction unless obvious. Make the AI role understandable by the first interaction or exposure as applicable.
Limit: Duties differ by role and content; the whole article must be assessed for the product.
AI Act Article 5
AI Act Article 5 · European Commission AI Act Service Desk
Official text reviewedDefines prohibited practices subject to specific statutory conditions. Review manipulation and exploitation of vulnerability in nudges, monetisation and dialogue.
Limit: Not every reminder or personalisation feature is prohibited; the statutory harm criteria matter.
AI Act Article 6
AI Act Article 6 · European Commission AI Act Service Desk
Official text reviewedDefines high-risk classification conditions. Assess intended function, regulated product relationship and applicable conformity assessment.
Limit: A mental health topic alone does not make every chatbot high-risk.
AI Act Article 113
AI Act Article 113 · European Commission AI Act Service Desk
Current official consolidated text reviewed · 5 October 2026Lists general application and staged provisions for specified high-risk systems. Check the current schedule for the product’s actual classification.
Limit: Do not substitute an old blanket deadline; legal and guidance updates need checking before launch.
Guidance on software qualification and classification MDR and IVDR
Guidance on software qualification and classification MDR and IVDR · MDCG 2019-11 Rev. 1 · June 2025
Official guidance reviewedSoftware qualification depends on intended medical purpose and functions; claims and promotion matter. Align product behaviour and marketing with the actual purpose.
Limit: A disclaimer does not override medical functionality or contradictory claims. Guidance is not a product-specific legal opinion.
Psychotherapeutengesetz Section 1
Psychotherapeutengesetz Section 1 · German federal legislation
Current official statutory text reviewedRegulates the protected professional title and scope of psychotherapeutic practice. Review persona, professional representation and service claims.
Limit: This is one part of the assessment; it does not alone settle all rules on practising medicine.
Heilmittelwerbegesetz
Heilmittelwerbegesetz · German federal legislation
Official statute reviewedRegulates health-related advertising within its scope, including misleading claims. Avoid unsupported or guaranteed treatment claims in copy and onboarding.
Limit: Applicability depends on the advertised product and claims.
Barrierefreiheitsstärkungsgesetz Section 1
Barrierefreiheitsstärkungsgesetz Section 1 · German federal legislation
Official statute reviewedDefines covered products and services including relevant e-books and e-commerce services. Assess accessible reading, audio, notes and purchase flows.
Limit: Does not apply automatically to every faith app; scope and exemptions require checking.
Understanding Use of Color
Understanding Use of Color · W3C WAI
Official guidance reviewed on 5 October 2026Colour must not be the only means of conveying information. Playback cues and overlapping reading states.
Limit: Accessibility guidance supports cue design; it does not validate a particular faith-app layout.
Understanding Reflow
Understanding Reflow · W3C WAI
Official guidance reviewed on 5 October 2026Content should remain usable as available width changes. Reading anchors, passage cards and translation reflow.
Limit: Semantic scroll restoration is an original design proposal, not a requirement stated by this criterion.
Towards understanding sycophancy in language models
Towards understanding sycophancy in language models · Anthropic researchers · 2023
Author research abstract reviewed on 5 October 2026; full paper not reviewedStudied assistants sometimes preferred agreement with user views over truthfulness. Test belief reversal, flattering moral endorsement and harmful agreement.
Limit: Specific studied models and tasks; not a faith-app intervention study.
Five action steps for helping someone having thoughts of suicide
Five action steps for helping someone having thoughts of suicide · NIMH · Revised 2024
Official public-health guidance reviewed on 5 October 2026Direct questions, nonjudgmental listening, safety and connection to people are part of human support. Inform specialist-reviewed suicide response and human-help routes.
Limit: Human-helper guidance, not a validated chatbot risk assessment. US contact information must not be exported to other jurisdictions.
Caring for women subjected to violence: health-care provider curriculum
Caring for women subjected to violence: health-care provider curriculum · WHO · Revised 2021
Official curriculum overview reviewed; full training materials not reviewedLIVES organises listening, inquiry, validation, safety and support. Design disclosure responses around needs and choice rather than interrogation.
Limit: Clinical training for human providers focused on violence against women; transfer to other populations or AI requires separate review.
Section 4.2: Spiritual Abuse
Section 4.2: Spiritual Abuse · Church of England safeguarding e-manual
Official indexed excerpts reviewed on 5 October 2026; direct page access returned 403Addresses coercive control using spiritual authority and warns against minimisation or directing victims to confront an abuser. Independent support and a response that does not defend the institution.
Limit: Institutional safeguarding guidance, not universal law or an automated abuse classifier; full-page review remains outstanding.
Ruth AI Chatbot FAQ
Ruth AI Chatbot FAQ · National Domestic Violence Hotline
Provider FAQ reviewed on 5 October 2026Describes bounded tech-safety assistance, human support and limitations of its quick-exit feature. Compare AI versus staffed support, retention explanations and exit controls.
Limit: Provider documentation, not independent safety or efficacy evidence; no assumption that another product shares its safeguards.
Technology-Facilitated Abuse
Technology-Facilitated Abuse · National Domestic Violence Hotline
Official resource reviewed on 5 October 2026Describes abuse involving devices and accounts. Consider monitored devices, notifications and safe support access.
Limit: US service context; device-specific advice needs specialist review.
Further links from the related voice post
These were carried forward from the linked voice collection. They are discovery references, not fully reviewed foundations for the cards.
- Voice Principles · Ben Sauer
- Orange Voice UI Design System
- Designing a persona for your assistant · James Walsh
- Voice UI Guide · Lars Mäder
- Designing Voice UX collection · nested link chain not exhaustively reviewed
- Sesame and voice preview · product demonstration, not safety evidence