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 reviewed

Contribution: 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.

Original link from the post

Resource 02 · Brandon Harwood · quietloudlab

AI Interaction Atlas

Official repository and taxonomy reviewed

Contribution: 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 reviewed

Contribution: 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.

Original link from the post

Resource 04 · Emily Campbell

The Shape of AI

Catalogue and named entries reviewed

Contribution: 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 reviewed

Contribution: 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.

Original link from the post

Resource 06 · Dustin Kirk

Agentic UX Patterns

Published catalogue overview and example reviewed

Contribution: 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.

Original link from the post

Resource 07 · Projects by IF

Design Patterns Catalogue

Catalogue and relevant automation entry reviewed

Contribution: 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.

Original link from the post

Resource 08 · Anne Cantera

Voice of AI

Public module overview reviewed

Contribution: 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 reviewed

Contribution: 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.

Original link from the post

Resource 10 · Kshitij Agrawal, Dave Brown and Clair Sun · attribution in the original post

Aiverse Design Patterns

Public catalogue and access model reviewed

Contribution: 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.

Original link from the post

Resource 11 · Luke Bennis

AI UX Patterns

Public sample and catalogue framing reviewed

Contribution: 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.

Original link from the post

Resource 12 · Maggie Appleton

Pattern Catalogue

Catalogue entries and descriptions reviewed

Contribution: 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.

Original link from the post

Resource 13 · Sharang Sharma

Where should AI sit in your UI

Article reviewed

Contribution: 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.

Original link from the post

Resource 14 · Sharang Sharma

How can AI UI capture intent

Article reviewed

Contribution: 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.

Original link from the post

Resource 15 · Vitaly Friedman

Design Patterns for AI Interfaces

Public syllabus reviewed on 5 October 2026

Contribution: 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.

Original link from the post

Resource 16 · Vitaly Friedman

50 AI Design Patterns That Actually Work

Public course description reviewed

Contribution: 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.

Original link from the post

Resource 17 · Brad Frost, Ian Frost and TJ Pitre

AI and Design Systems

Public course description reviewed

Contribution: 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.

Original link from the post

Resource 18 · Romina Kavcic

The AI Design Guide

Public guide and offer overview reviewed

Contribution: 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 reviewed

Contribution: 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.

Original link from the post

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 reviewed

Connects 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 reviewed

Offers 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 reviewed

Gives 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 reviewed

Separates 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 reviewed

Makes 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 reviewed

Lets 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 reviewed

Preserves 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 reviewed

Documents 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 reviewed

Documents 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 reviewed

Describes 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 reviewed

Describes 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 reviewed

Describes 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 reviewed

Describes 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 reviewed

Specifies 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 reviewed

Explains 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 reviewed

Discusses 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 reviewed

Documents 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 reviewed

Describes 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 reviewed

Describes 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 reviewed

Documents 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 reviewed

Explains 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 reviewed

Provides 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 reviewed

Explains 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 reviewed

Describes 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 proposal

Separate 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 planned

Defines 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 reviewed

Describes 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 reviewed

Records 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 reviewed

Reports 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 reviewed

Original 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 reviewed

Experiments 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 limited

Principles 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 reviewed

Frames 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 reviewed

Relates 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 reviewed

Explains 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 reviewed

Names 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 reviewed

Special-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 2026

Sets 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 reviewed

Defines 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 reviewed

Defines 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 2026

Lists 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 reviewed

Software 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 reviewed

Regulates 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 reviewed

Regulates 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 reviewed

Defines 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 2026

Colour 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 2026

Content 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 reviewed

Studied 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 2026

Direct 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 reviewed

LIVES 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 403

Addresses 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 2026

Describes 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 2026

Describes abuse involving devices and accounts. Consider monitored devices, notifications and safe support access.

Limit: US service context; device-specific advice needs specialist review.

These were carried forward from the linked voice collection. They are discovery references, not fully reviewed foundations for the cards.

Download the English source register