Provenance graph
Authoritative source: doc/provenance.ttl. This page is a rendered view; see Topology for the diagram.
Agents
| Label | IRI | Attributes |
|---|---|---|
| claude-opus-4-7 | https://noheton.org/f-ai-r/agent/claude-opus-4-7 | name: Claude Opus 4.7 |
| claude-sonnet-4-6 | https://noheton.org/f-ai-r/agent/claude-sonnet-4-6 | name: Claude Sonnet 4.6 |
| condenser | https://noheton.org/f-ai-r/agent/condenser | name: Condenser |
| fair-aligner | https://noheton.org/f-ai-r/agent/fair-aligner | name: FAIR Aligner |
| human-author | https://noheton.org/f-ai-r/agent/human-author | name: TBD; name: Florian Krebs |
| illustration | https://noheton.org/f-ai-r/agent/illustration | name: Illustration |
| layout-scrutinizer | https://noheton.org/f-ai-r/agent/layout-scrutinizer | name: Layout Scrutinizer |
| orchestrator | https://noheton.org/f-ai-r/agent/orchestrator | name: Orchestrator |
| presentation | https://noheton.org/f-ai-r/agent/presentation | name: Presentation |
| provenance-curator | https://noheton.org/f-ai-r/agent/provenance-curator | name: Provenance Curator |
| readability-reviewer | https://noheton.org/f-ai-r/agent/readability-reviewer | name: Readability Reviewer |
| research-protocol | https://noheton.org/f-ai-r/agent/research-protocol | name: Research Protocol |
| scientific-writer | https://noheton.org/f-ai-r/agent/scientific-writer | name: Scientific Writer |
| source-analyzer | https://noheton.org/f-ai-r/agent/source-analyzer | name: Source Analyzer |
| source-analyzer-subagent | https://noheton.org/f-ai-r/agent/source-analyzer-subagent | name: Source-analyzer subagent (general-purpose) |
Activities
| Label | IRI | Attributes |
|---|---|---|
| Add 5-minute pitch + 25+5 conference decks; vendor marp-dlr theme; presentation agent; CI for slides; promote slides to fourth primary artefact | https://noheton.org/f-ai-r/activity/rev-add-slide-decks | associated with: claude-opus-4-7; associated with: human-author |
| Add build-time cache-bust to the site; mandate Consensus/Scholar tools in the source workflow | https://noheton.org/f-ai-r/activity/rev-cache-bust-and-search-tools | associated with: claude-opus-4-7; associated with: human-author |
| Add chapter-granularity rule to the Scientific Writer prompt | https://noheton.org/f-ai-r/activity/rev-chapter-rule | associated with: claude-opus-4-7; associated with: human-author |
| Add OECD Artificial Intelligence in Science to the source pool | https://noheton.org/f-ai-r/activity/add-oecd-aiscience-source | associated with: human-author; associated with: claude-sonnet-4-6 |
| Add primary-artifact consistency invariant to all prompts | https://noheton.org/f-ai-r/activity/rev-consistency-rule | associated with: claude-opus-4-7; associated with: human-author |
| Add static-site builder, Pages workflow, paper-build CI | https://noheton.org/f-ai-r/activity/rev-site-and-ci | associated with: claude-opus-4-7; associated with: human-author |
| Add the human author's novelty conviction to the Author's Note | https://noheton.org/f-ai-r/activity/authors-note-novelty-conviction | associated with: human-author; associated with: claude-sonnet-4-6 |
| Add the reading-queue generator and the auto-regenerated queue file | https://noheton.org/f-ai-r/activity/rev-reading-queue | associated with: claude-opus-4-7; associated with: human-author |
| Add three readability-improving figures (ladder FSM, axes grid, coupling rule) | https://noheton.org/f-ai-r/activity/rev-readability-figures | associated with: claude-opus-4-7; associated with: human-author |
| Add §3.5 'Extensibility through domain ontologies' to pattern.tex | https://noheton.org/f-ai-r/activity/rev-domain-ontologies | associated with: claude-opus-4-7; associated with: human-author |
| Add §3.6 'Looking forward: provenance graphs as research infrastructure' to pattern.tex | https://noheton.org/f-ai-r/activity/rev-research-infrastructure | associated with: claude-opus-4-7; associated with: human-author |
| Add-illustrations pass 2: replace ladder-fsm with Mermaid; retire dual-loop; add matplotlib rung-distribution | https://noheton.org/f-ai-r/activity/add-illustrations-pass-2 | associated with: illustration; associated with: claude-opus-4-7; associated with: human-author |
| Add-illustrations pass 3: add provenance-topology preview generated from the live graph | https://noheton.org/f-ai-r/activity/add-illustrations-pass-3 | associated with: illustration; associated with: claude-opus-4-7; associated with: human-author |
| Add-illustrations pass 4: retire eight-practices and rung-distribution; add ladder-populations, ai-squared-grid, contribution-histogram | https://noheton.org/f-ai-r/activity/add-illustrations-pass-4 | associated with: illustration; associated with: claude-opus-4-7; associated with: human-author; associated with: presentation |
| Add-illustrations pass: hero graphic + dual-loop + failure-mode coverage | https://noheton.org/f-ai-r/activity/add-illustrations-pass | associated with: illustration; associated with: claude-opus-4-7; associated with: human-author |
| adjacent-proposals-figure-2026-05-18 | https://noheton.org/f-ai-r/activity/adjacent-proposals-figure-2026-05-18 | associated with: claude-sonnet-4-6; associated with: human-author |
| Apply 3 of 4 verification-pass bib corrections (eisen year+title, kobak title, curdt authors); the 4th (vannoorden DOI) was already fixed in PR #11 | https://noheton.org/f-ai-r/activity/rev-bib-corrections-fourth-pass | associated with: claude-opus-4-7; associated with: human-author |
| Author the provenance-verification scoping note | https://noheton.org/f-ai-r/activity/write-provenance-verification-scoping | associated with: research-protocol; associated with: claude-opus-4-7; associated with: human-author |
| Bootstrap the F(AI^2)R repository | https://noheton.org/f-ai-r/activity/bootstrap | associated with: claude-opus-4-7; associated with: human-author; associated with: orchestrator |
| Compile the long-form PDF via latexmk | https://noheton.org/f-ai-r/activity/build-pdf | |
| Complete-loop fix pass: cross-refs, voice, missing graph entity, palette, slide wiring | https://noheton.org/f-ai-r/activity/complete-loop-fix-pass | associated with: human-author; associated with: claude-opus-4-7 |
| Curate the provenance graph | https://noheton.org/f-ai-r/activity/curate-provenance | associated with: provenance-curator |
| Draft the introduction | https://noheton.org/f-ai-r/activity/author-intro | associated with: scientific-writer |
| Draft the long-form manuscript from the source repository | https://noheton.org/f-ai-r/activity/author-first-draft | associated with: scientific-writer; associated with: claude-opus-4-7 |
| Expand illustration agent toolset; pin DLR CD as binding | https://noheton.org/f-ai-r/activity/expand-illustration-toolset | associated with: claude-opus-4-7; associated with: human-author |
| Expand layout-scrutinizer scope to all five primary artefacts; flip poster from A0 landscape to A0 portrait | https://noheton.org/f-ai-r/activity/expand-layout-scrutinizer-and-flip-poster | associated with: human-author; associated with: claude-opus-4-7 |
| FAIR alignment audit | https://noheton.org/f-ai-r/activity/audit-fair | associated with: fair-aligner |
| Fix paper-build CI; add provenance-analysis section, pipeline figure, interactive explorer, splashy homepage, draft-PDF release, consent gate | https://noheton.org/f-ai-r/activity/rev-ci-fix-and-features | associated with: claude-opus-4-7; associated with: human-author |
| Fix portrait-poster vertical density; add density rule to layout-scrutinizer | https://noheton.org/f-ai-r/activity/fix-poster-density-and-scrutinizer-rule | associated with: human-author; associated with: claude-opus-4-7; associated with: layout-scrutinizer |
| Fix poster CI compile (graphicspath + staging step) + README consistency pass | https://noheton.org/f-ai-r/activity/poster-ci-compile-fix-and-readme | associated with: human-author; associated with: claude-opus-4-7 |
| Fix slide rendering: port marp-dlr's run-marp.mjs asset-inlining preprocessor to Python so the DLR background plates and logos actually load in headless Chromium | https://noheton.org/f-ai-r/activity/rev-fix-slide-rendering | associated with: claude-opus-4-7; associated with: human-author |
| Integrate three external works (Ara, Vaswani, Croissant) into the manuscript | https://noheton.org/f-ai-r/activity/integrate-external-2026-05-13 | associated with: human-author; associated with: claude-opus-4-7 |
| Layout audit | https://noheton.org/f-ai-r/activity/audit-layout | associated with: layout-scrutinizer |
| Make the Pages site mobile-friendly: add @media breakpoints + responsive image/table defaults | https://noheton.org/f-ai-r/activity/make-pages-mobile-friendly | associated with: human-author; associated with: claude-opus-4-7 |
| Meta-cooperation activity: gap-fill reproducibility-crisis literature (back-filled parent for claim:reproducibility-baseline-poor) | https://noheton.org/f-ai-r/activity/meta-cooperation-2026-05-06-reproducibility-baseline-poor | associated with: claude-opus-4-7; associated with: human-author |
| Meta-cooperation activity: gap-fill reviewer-side AI policies (back-filled parent for claim:reviewer-side-ai-policies) | https://noheton.org/f-ai-r/activity/meta-cooperation-2026-05-06-reviewer-side-ai-policies | associated with: claude-opus-4-7; associated with: human-author |
| Meta-cooperation activity: graduate formal-methods-cousin to related-work (back-filled parent) | https://noheton.org/f-ai-r/activity/meta-cooperation-2026-05-07-formal-methods-cousin | associated with: claude-opus-4-7; associated with: human-author |
| Meta-cooperation activity: graduate journal-as-distribution-in-decline to intro.tex (back-filled parent) | https://noheton.org/f-ai-r/activity/meta-cooperation-2026-05-07-journal-as-distribution-in-decline | associated with: claude-opus-4-7; associated with: human-author |
| Meta-cooperation activity: introduce contribution-tracking rule (back-filled parent for claim:contribution-tracking-rule) | https://noheton.org/f-ai-r/activity/meta-cooperation-2026-05-06-contribution-tracking-rule | associated with: claude-opus-4-7; associated with: human-author |
| Meta-cooperation: author getting-started page + sync script for new adopters | https://noheton.org/f-ai-r/activity/meta-cooperation-2026-05-07-getting-started | associated with: human-author; associated with: claude-opus-4-7 |
| Meta-cooperation: graduate senior-researcher bridge claim into the Conclusion | https://noheton.org/f-ai-r/activity/meta-cooperation-2026-05-07-senior-researcher-bridge | associated with: human-author; associated with: claude-opus-4-7 |
| Meta-cooperation: log researcher observation on associative thinking as the cooperation multiplier | https://noheton.org/f-ai-r/activity/meta-cooperation-2026-05-07-associative-thinking | associated with: human-author; associated with: claude-opus-4-7 |
| Meta-cooperation: populate doc/transcripts/ for the first time, exporting today's session | https://noheton.org/f-ai-r/activity/meta-cooperation-2026-05-07-transcript-preservation | associated with: human-author; associated with: claude-opus-4-7 |
| Meta-cooperation: synthesise the evolutions table from logbook + user-contributions | https://noheton.org/f-ai-r/activity/meta-cooperation-2026-05-07-evolution-summary | associated with: human-author; associated with: claude-opus-4-7 |
| Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint | https://noheton.org/f-ai-r/activity/rev-short-form-pivot | associated with: claude-opus-4-7; associated with: human-author |
| Promote claim:future-research-infrastructure into the Conclusion's 'The longer arc' paragraph | https://noheton.org/f-ai-r/activity/rev-conclusion-longer-arc | associated with: claude-opus-4-7; associated with: human-author |
| Promote the GitHub Pages URL to a top-of-README callout | https://noheton.org/f-ai-r/activity/rev-readme-pages-url | associated with: claude-opus-4-7; associated with: human-author |
| Provenance graph hygiene pass after audit | https://noheton.org/f-ai-r/activity/provenance-graph-hygiene-pass | associated with: human-author; associated with: claude-opus-4-7; associated with: provenance-curator |
| Provenance-verification pass: run the SPARQL conformance query against the live graph; surface the 8 claims missing prov:wasGeneratedBy | https://noheton.org/f-ai-r/activity/provenance-verification-pass | associated with: provenance-curator; associated with: claude-opus-4-7; associated with: human-author |
| Readability audit | https://noheton.org/f-ai-r/activity/audit-readability | associated with: readability-reviewer |
| Reconcile pitch, conference deck, and A0 poster with the post-split manuscript | https://noheton.org/f-ai-r/activity/reconcile-slides-2026-05-18 | associated with: presentation; associated with: claude-sonnet-4-6; associated with: human-author |
| Reconcile provenance: delete superseded files, add eight-practices figure, document Author's Note voice exception | https://noheton.org/f-ai-r/activity/rev-reconcile-and-illustrate | associated with: claude-opus-4-7; associated with: human-author |
| Render hero.tex to PNG via hero.standalone.tex; embed on site/index.md | https://noheton.org/f-ai-r/activity/render-hero-png-for-site | associated with: human-author; associated with: claude-opus-4-7 |
| Repair GitHub-Mermaid renderer incompatibilities and fix HTML-escaping in the site builder | https://noheton.org/f-ai-r/activity/rev-mermaid-fix | associated with: claude-opus-4-7; associated with: human-author |
| Repair: add missing prov:wasGeneratedBy on claim:authors-note-voice-exception | https://noheton.org/f-ai-r/activity/repair-claim-authors-note-voice-exception | associated with: claude-opus-4-7; associated with: human-author |
| Repair: add missing prov:wasGeneratedBy on claim:bioinformatics-precedent | https://noheton.org/f-ai-r/activity/repair-claim-bioinformatics-precedent | associated with: claude-opus-4-7; associated with: human-author |
| Repair: add missing prov:wasGeneratedBy on claim:contribution-tracking-rule | https://noheton.org/f-ai-r/activity/repair-claim-contribution-tracking-rule | associated with: claude-opus-4-7; associated with: human-author |
| Repair: add missing prov:wasGeneratedBy on claim:domain-ontologies-extension | https://noheton.org/f-ai-r/activity/repair-claim-domain-ontologies-extension | associated with: claude-opus-4-7; associated with: human-author |
| Repair: add missing prov:wasGeneratedBy on claim:formal-methods-cousin | https://noheton.org/f-ai-r/activity/repair-claim-formal-methods-cousin | associated with: claude-opus-4-7; associated with: human-author |
| Repair: add missing prov:wasGeneratedBy on claim:journal-as-distribution-in-decline | https://noheton.org/f-ai-r/activity/repair-claim-journal-as-distribution-in-decline | associated with: claude-opus-4-7; associated with: human-author |
| Repair: add missing prov:wasGeneratedBy on claim:reproducibility-baseline-poor | https://noheton.org/f-ai-r/activity/repair-claim-reproducibility-baseline-poor | associated with: claude-opus-4-7; associated with: human-author |
| Repair: add missing prov:wasGeneratedBy on claim:reviewer-side-ai-policies | https://noheton.org/f-ai-r/activity/repair-claim-reviewer-side-ai-policies | associated with: claude-opus-4-7; associated with: human-author |
| Research and evaluate sources, populate doc/sources.md | https://noheton.org/f-ai-r/activity/research-sources | associated with: source-analyzer-subagent; associated with: human-author |
| Retire ent:section-discussion (file superseded by position.tex + objections.tex + statement-of-authorship.tex) | https://noheton.org/f-ai-r/activity/invalidate-discussion-section | generated by: Reconcile provenance: delete superseded files, add eight-practices figure, document Author's Note voice exception; associated with: claude-opus-4-7 |
| Scaffold conference poster as the fifth primary artefact | https://noheton.org/f-ai-r/activity/scaffold-conference-poster | associated with: human-author; associated with: claude-opus-4-7 |
| Scrutinizer-pass fix-up after PR #43 (focused-narrative trim) | https://noheton.org/f-ai-r/activity/scrutinizer-pass-fix-up | associated with: human-author; associated with: claude-opus-4-7 |
| Second verification pass: advance 19 further sources from lit-retrieved to ai-confirmed; flag 4 bib corrections; reaffirm 3 already-escalated paywalled sources | https://noheton.org/f-ai-r/activity/rev-verification-pass-2 | associated with: source-analyzer-subagent; associated with: claude-opus-4-7; associated with: human-author |
| Second-pass source research; add eleven new identifier-verified sources; expand search-tool catalogue; add institutional-access channel | https://noheton.org/f-ai-r/activity/rev-second-pass-sources | associated with: source-analyzer-subagent; associated with: claude-opus-4-7; associated with: human-author |
| Seventh source-analyzer pass: re-check known-defect list and recently-added sources against live records | https://noheton.org/f-ai-r/activity/meta-cooperation-2026-05-18-verification-pass-7 | associated with: source-analyzer-subagent; associated with: claude-opus-4-7; associated with: human-author |
| Sixth source-analyzer pass: advance shafer2014xennials from lit-retrieved to ai-confirmed; flag bib correction (author + title) | https://noheton.org/f-ai-r/activity/meta-cooperation-2026-05-07-verification-pass-3 | associated with: source-analyzer-subagent; associated with: claude-opus-4-7; associated with: human-author |
| Switch slide pipeline from Marp to Beamer; remove Marp theme + preprocessor + decks; add Beamer style and Beamer source for both decks; update CI to use xu-cheng/latex-action like the paper | https://noheton.org/f-ai-r/activity/rev-beamer-slides | associated with: claude-opus-4-7; associated with: human-author |
| Trim pass 2: route A-D from the further-candidates list (provenance-analysis, implementation, statement-of-authorship, self-reference) | https://noheton.org/f-ai-r/activity/trim-pass-2-appendix-routing | associated with: human-author; associated with: claude-opus-4-7 |
| Trim pass focused on the five-beat narrative spine | https://noheton.org/f-ai-r/activity/trim-pass-focused-narrative | associated with: human-author; associated with: claude-opus-4-7; associated with: condenser |
| Trim pass: move evolution chronology to appendix; tighten pattern.tex handback | https://noheton.org/f-ai-r/activity/trim-pass-evolution-and-pattern | associated with: human-author; associated with: claude-opus-4-7 |
| Verification pass: advance 16 sources from lit-retrieved to ai-confirmed; flag 3 paywalled; flag 4 bib corrections | https://noheton.org/f-ai-r/activity/rev-verification-pass | associated with: source-analyzer-subagent; associated with: human-author; associated with: source-analyzer |
Manuscripts and parts
| Label | IRI | Attributes |
|---|---|---|
| (AI)^2 factor unpacked as a 2x2 writer-vs-reader grid: classical scholarship / LLM-assisted writing / AI-assisted reading / AI-to-AI corpus | https://noheton.org/f-ai-r/entity/figure-ai-squared-grid | generated by: Add-illustrations pass 4: retire eight-practices and rung-distribution; add ladder-populations, ai-squared-grid, contribution-histogram; attributed to: illustration; attributed to: human-author |
| Adjacent proposals and adjacent vocabularies (Ara / F(AI)^2R / Croissant positioning) | https://noheton.org/f-ai-r/entity/figure-adjacent-proposals | generated by: adjacent-proposals-figure-2026-05-18; attributed to: claude-sonnet-4-6; attributed to: human-author |
| Anticipated Objections | https://noheton.org/f-ai-r/entity/section-objections | generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint; attributed to: scientific-writer; attributed to: human-author |
| Appendix D: process evolution chronology | https://noheton.org/f-ai-r/entity/section-appendix-evolution-chronology | generated by: Trim pass: move evolution chronology to appendix; tighten pattern.tex handback; attributed to: human-author; attributed to: claude-opus-4-7 |
| Appendix E: Provenance analysis --- queries and worked numbers | https://noheton.org/f-ai-r/entity/section-appendix-provenance-analysis | generated by: Trim pass 2: route A-D from the further-candidates list (provenance-analysis, implementation, statement-of-authorship, self-reference); attributed to: human-author; attributed to: claude-opus-4-7 |
| Appendix F: Implementation --- layout, CI, replay | https://noheton.org/f-ai-r/entity/section-appendix-implementation | generated by: Trim pass 2: route A-D from the further-candidates list (provenance-analysis, implementation, statement-of-authorship, self-reference); attributed to: human-author; attributed to: claude-opus-4-7 |
| Appendix G: Pattern extensions --- domain ontologies and graph-as-research-infrastructure | https://noheton.org/f-ai-r/entity/section-appendix-pattern-extensions | generated by: Trim pass focused on the five-beat narrative spine; attributed to: human-author; attributed to: claude-opus-4-7 |
| Author's Note --- Advice for reading | https://noheton.org/f-ai-r/entity/section-authors-note | generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint; attributed to: scientific-writer; attributed to: human-author |
| Background | https://noheton.org/f-ai-r/entity/section-background | generated by: Draft the long-form manuscript from the source repository |
| Conclusion | https://noheton.org/f-ai-r/entity/section-conclusion | generated by: Draft the long-form manuscript from the source repository; generated by: Promote claim:future-research-infrastructure into the Conclusion's 'The longer arc' paragraph |
| Coupling rule (prose-craft / abstracting partition) | https://noheton.org/f-ai-r/entity/figure-coupling-rule | generated by: Add three readability-improving figures (ladder FSM, axes grid, coupling rule); attributed to: illustration; attributed to: human-author |
| Discussion | https://noheton.org/f-ai-r/entity/section-discussion | generated by: Draft the long-form manuscript from the source repository |
| Dual loop: AI-as-writer / AI-as-reader, separated by the manuscript bundle | https://noheton.org/f-ai-r/entity/figure-dual-loop | generated by: Add-illustrations pass: hero graphic + dual-loop + failure-mode coverage; attributed to: illustration; attributed to: human-author |
| Eight Integrated Practices | https://noheton.org/f-ai-r/entity/section-eight | generated by: Draft the long-form manuscript from the source repository |
| Eight integrated practices, grouped by failure-mode family | https://noheton.org/f-ai-r/entity/figure-eight-practices | generated by: Reconcile provenance: delete superseded files, add eight-practices figure, document Author's Note voice exception; attributed to: illustration; attributed to: human-author |
| Extensibility through domain ontologies | https://noheton.org/f-ai-r/entity/section-pattern-domain-ontologies | generated by: Add §3.5 'Extensibility through domain ontologies' to pattern.tex; attributed to: scientific-writer; attributed to: human-author |
| F(AI)^2R axes (4x2 grid) | https://noheton.org/f-ai-r/entity/figure-axes | generated by: Add three readability-improving figures (ladder FSM, axes grid, coupling rule); attributed to: illustration; attributed to: human-author |
| F(AI^2)R manuscript (condensed) | https://noheton.org/f-ai-r/entity/manuscript-condensed | created: 2026-05-06; generated by: Bootstrap the F(AI^2)R repository; attributed to: claude-opus-4-7; attributed to: human-author |
| F(AI^2)R manuscript (long form) | https://noheton.org/f-ai-r/entity/manuscript | created: 2026-05-06; generated by: Bootstrap the F(AI^2)R repository; attributed to: claude-opus-4-7; attributed to: human-author |
| Failure Modes Named and Addressed | https://noheton.org/f-ai-r/entity/section-failure-modes | generated by: Draft the long-form manuscript from the source repository |
| Getting started — adopting F(AI)^2R for a new paper | https://noheton.org/f-ai-r/entity/page-getting-started | generated by: Meta-cooperation: author getting-started page + sync script for new adopters; attributed to: human-author; attributed to: claude-opus-4-7 |
| Heat-strip mapping the eight failure modes onto the eight integrated practices | https://noheton.org/f-ai-r/entity/figure-failure-mode-coverage | generated by: Add-illustrations pass: hero graphic + dual-loop + failure-mode coverage; attributed to: illustration; attributed to: human-author |
| Hero graphic, standalone wrapper for export to PDF/PNG | https://noheton.org/f-ai-r/entity/figure-hero-standalone | generated by: Add-illustrations pass: hero graphic + dual-loop + failure-mode coverage; attributed to: illustration |
| Hero graphic: writer / reader dual loop over the manuscript bundle | https://noheton.org/f-ai-r/entity/figure-hero | generated by: Add-illustrations pass: hero graphic + dual-loop + failure-mode coverage; attributed to: illustration; attributed to: human-author |
| Human-author contributions to the manuscript by type, read from doc/user-contributions.md | https://noheton.org/f-ai-r/entity/figure-contribution-histogram | generated by: Add-illustrations pass 4: retire eight-practices and rung-distribution; add ladder-populations, ai-squared-grid, contribution-histogram; attributed to: illustration; attributed to: human-author |
| Implementation | https://noheton.org/f-ai-r/entity/section-impl | generated by: Draft the long-form manuscript from the source repository |
| Introduction | https://noheton.org/f-ai-r/entity/section-intro | generated by: Draft the introduction; attributed to: scientific-writer; attributed to: human-author |
| Looking forward: provenance graphs as research infrastructure | https://noheton.org/f-ai-r/entity/section-pattern-research-infrastructure | generated by: Add §3.6 'Looking forward: provenance graphs as research infrastructure' to pattern.tex; attributed to: scientific-writer; attributed to: human-author |
| Position | https://noheton.org/f-ai-r/entity/section-position | generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint; attributed to: scientific-writer; attributed to: human-author |
| Process Evolution During Cooperative Writing | https://noheton.org/f-ai-r/entity/section-evolution | generated by: Draft the long-form manuscript from the source repository; attributed to: scientific-writer; attributed to: human-author |
| Provenance Analysis | https://noheton.org/f-ai-r/entity/section-provenance-analysis | generated by: Fix paper-build CI; add provenance-analysis section, pipeline figure, interactive explorer, splashy homepage, draft-PDF release, consent gate; attributed to: scientific-writer; attributed to: human-author |
| Provenance verification: a scoping note | https://noheton.org/f-ai-r/entity/doc-provenance-verification | created: 2026-05-07; generated by: Author the provenance-verification scoping note; attributed to: research-protocol; attributed to: claude-opus-4-7; attributed to: human-author |
| Provenance-graph topology preview: five PROV-O lanes plus Contribution satellite, counts read from the live graph | https://noheton.org/f-ai-r/entity/figure-provenance-topology | generated by: Add-illustrations pass 3: add provenance-topology preview generated from the live graph; attributed to: illustration; attributed to: human-author |
| Related Work | https://noheton.org/f-ai-r/entity/section-related | generated by: Draft the long-form manuscript from the source repository |
| Section: Implementation (retired body role) | https://noheton.org/f-ai-r/entity/section-implementation | |
| Section: Limits, dual-use, and standing objections (merged) | https://noheton.org/f-ai-r/entity/section-limits-and-objections | generated by: Trim pass focused on the five-beat narrative spine; attributed to: human-author; attributed to: claude-opus-4-7 |
| Statement of authorship and AI use | https://noheton.org/f-ai-r/entity/section-statement-of-authorship | generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint; attributed to: human-author |
| Sustainability and Frontier-Model Dependence | https://noheton.org/f-ai-r/entity/section-sustainability | generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint; attributed to: scientific-writer; attributed to: human-author |
| Ten-stage pipeline figure | https://noheton.org/f-ai-r/entity/figure-pipeline | generated by: Fix paper-build CI; add provenance-analysis section, pipeline figure, interactive explorer, splashy homepage, draft-PDF release, consent gate; attributed to: illustration; attributed to: human-author |
| The F(AI^2)R Pattern | https://noheton.org/f-ai-r/entity/section-pattern | generated by: Draft the long-form manuscript from the source repository |
| This Paper, Generated by this Process | https://noheton.org/f-ai-r/entity/section-self | generated by: Draft the long-form manuscript from the source repository; attributed to: scientific-writer; attributed to: human-author |
| Verification ladder as a finite-state machine, Mermaid stateDiagram | https://noheton.org/f-ai-r/entity/figure-ladder-fsm-mermaid | generated by: Add-illustrations pass 2: replace ladder-fsm with Mermaid; retire dual-loop; add matplotlib rung-distribution; attributed to: illustration; attributed to: human-author |
| Verification ladder as FSM | https://noheton.org/f-ai-r/entity/figure-ladder-fsm | generated by: Add three readability-improving figures (ladder FSM, axes grid, coupling rule); attributed to: illustration; attributed to: human-author |
| Verification ladder with live rung populations: FSM topology + count-proportional node sizes read from doc/provenance.ttl | https://noheton.org/f-ai-r/entity/figure-ladder-populations | generated by: Add-illustrations pass 4: retire eight-practices and rung-distribution; add ladder-populations, ai-squared-grid, contribution-histogram; attributed to: illustration; attributed to: human-author |
| Verification-rung distribution: stacked-bar companion to the auto-generated rung table | https://noheton.org/f-ai-r/entity/figure-rung-distribution | generated by: Add-illustrations pass 2: replace ladder-fsm with Mermaid; retire dual-loop; add matplotlib rung-distribution; attributed to: illustration; attributed to: human-author |
Sources
| Label | IRI | Attributes |
|---|---|---|
| aclrr_llm_policy | https://noheton.org/f-ai-r/source/aclrr_llm_policy | verification: AI-confirmed |
| alemohammad2023mad | https://noheton.org/f-ai-r/source/alemohammad2023mad | verification: AI-confirmed |
| anderson2024homogenization | https://noheton.org/f-ai-r/source/anderson2024homogenization | verification: AI-confirmed |
| ashburner2000go | https://noheton.org/f-ai-r/source/ashburner2000go | verification: AI-confirmed |
| bender2021stochastic | https://noheton.org/f-ai-r/source/bender2021stochastic | verification: AI-confirmed |
| benjelloun2024croissant | https://noheton.org/f-ai-r/source/benjelloun2024croissant | verification: AI-confirmed |
| birhane2022values | https://noheton.org/f-ai-r/source/birhane2022values | verification: AI-confirmed |
| chen2023drift | https://noheton.org/f-ai-r/source/chen2023drift | verification: AI-confirmed |
| chuehong2022fair4rs | https://noheton.org/f-ai-r/source/chuehong2022fair4rs | verification: AI-confirmed |
| clark1998extended | https://noheton.org/f-ai-r/source/clark1998extended | verification: AI-confirmed |
| clark2025extending | https://noheton.org/f-ai-r/source/clark2025extending | verification: AI-confirmed |
| clarke2009modelchecking | https://noheton.org/f-ai-r/source/clarke2009modelchecking | verification: AI-confirmed |
| conroy2023sleuths | https://noheton.org/f-ai-r/source/conroy2023sleuths | verification: AI-confirmed |
| curdt2025hmc | https://noheton.org/f-ai-r/source/curdt2025hmc | verification: AI-confirmed |
| eisen2018preprints | https://noheton.org/f-ai-r/source/eisen2018preprints | verification: AI-confirmed |
| else2023chatgpt | https://noheton.org/f-ai-r/source/else2023chatgpt | verification: AI-confirmed |
| gebru2021datasheets | https://noheton.org/f-ai-r/source/gebru2021datasheets | verification: AI-confirmed |
| guyatt2008grade | https://noheton.org/f-ai-r/source/guyatt2008grade | verification: AI-confirmed |
| hutchins1995cognition | https://noheton.org/f-ai-r/source/hutchins1995cognition | verification: AI-confirmed |
| iclr_llm_policy | https://noheton.org/f-ai-r/source/iclr_llm_policy | verification: lit-retrieved |
| icmje2023 | https://noheton.org/f-ai-r/source/icmje2023 | verification: AI-confirmed |
| ioannidis2005 | https://noheton.org/f-ai-r/source/ioannidis2005 | verification: AI-confirmed |
| janowicz2019sosa | https://noheton.org/f-ai-r/source/janowicz2019sosa | verification: AI-confirmed |
| klein2009sel4 | https://noheton.org/f-ai-r/source/klein2009sel4 | verification: AI-confirmed |
| kobak2024delving | https://noheton.org/f-ai-r/source/kobak2024delving | verification: AI-confirmed |
| krebs2026obscurity | https://noheton.org/f-ai-r/source/krebs2026obscurity | verification: source vendored |
| kuteeva2024diversity | https://noheton.org/f-ai-r/source/kuteeva2024diversity | verification: AI-confirmed |
| li2023thirsty | https://noheton.org/f-ai-r/source/li2023thirsty | verification: AI-confirmed |
| liang2024mapping | https://noheton.org/f-ai-r/source/liang2024mapping | verification: AI-confirmed |
| liu2023prompt | https://noheton.org/f-ai-r/source/liu2023prompt | verification: AI-confirmed |
| liu2026ara | https://noheton.org/f-ai-r/source/liu2026ara | verification: AI-confirmed |
| luccioni2024power | https://noheton.org/f-ai-r/source/luccioni2024power | verification: AI-confirmed |
| magesh2024legal | https://noheton.org/f-ai-r/source/magesh2024legal | verification: AI-confirmed |
| mitchell2019modelcards | https://noheton.org/f-ai-r/source/mitchell2019modelcards | verification: AI-confirmed |
| neurips_llm_policy | https://noheton.org/f-ai-r/source/neurips_llm_policy | verification: lit-retrieved |
| oecd2023aiscience | https://noheton.org/f-ai-r/source/oecd2023aiscience | verification: AI-confirmed |
| page2021prisma | https://noheton.org/f-ai-r/source/page2021prisma | verification: AI-confirmed |
| patterson2021carbon | https://noheton.org/f-ai-r/source/patterson2021carbon | verification: AI-confirmed |
| pineau2021reproducibility | https://noheton.org/f-ai-r/source/pineau2021reproducibility | verification: AI-confirmed |
| qudt | https://noheton.org/f-ai-r/source/qudt | verification: AI-confirmed |
| ravi2024fair4ml | https://noheton.org/f-ai-r/source/ravi2024fair4ml | verification: AI-confirmed |
| reynolds2021prompt | https://noheton.org/f-ai-r/source/reynolds2021prompt | verification: AI-confirmed |
| rijgersberg2013om | https://noheton.org/f-ai-r/source/rijgersberg2013om | verification: AI-confirmed |
| sadasivan2023reliably | https://noheton.org/f-ai-r/source/sadasivan2023reliably | verification: AI-confirmed |
| schmitt2020nfdi4ing | https://noheton.org/f-ai-r/source/schmitt2020nfdi4ing | verification: AI-confirmed |
| shafer2014xennials | https://noheton.org/f-ai-r/source/shafer2014xennials | verification: AI-confirmed |
| shumailov2024collapse | https://noheton.org/f-ai-r/source/shumailov2024collapse | verification: AI-confirmed |
| strubell2019energy | https://noheton.org/f-ai-r/source/strubell2019energy | verification: AI-confirmed |
| tennant2016open | https://noheton.org/f-ai-r/source/tennant2016open | verification: AI-confirmed |
| thorp2023chatgpt | https://noheton.org/f-ai-r/source/thorp2023chatgpt | verification: AI-confirmed |
| urhg2 | https://noheton.org/f-ai-r/source/urhg2 | verification: AI-confirmed |
| usco2023ai | https://noheton.org/f-ai-r/source/usco2023ai | verification: AI-confirmed |
| vannoorden2023chatgpt | https://noheton.org/f-ai-r/source/vannoorden2023chatgpt | verification: AI-confirmed |
| vaswani2017attention | https://noheton.org/f-ai-r/source/vaswani2017attention | verification: human-read |
| w3c2013provo | https://noheton.org/f-ai-r/source/w3c2013provo | |
| walters2023fabrication | https://noheton.org/f-ai-r/source/walters2023fabrication | verification: AI-confirmed |
| wilkinson2016fair | https://noheton.org/f-ai-r/source/wilkinson2016fair | verification: AI-confirmed |
Prompts (plans)
| Label | IRI | Attributes |
|---|---|---|
| Illustration agent prompt (agents/illustration.md) | https://noheton.org/f-ai-r/entity/prompt-illustration | generated by: Add primary-artifact consistency invariant to all prompts |
| Presentation agent prompt (slide-deck custodian) | https://noheton.org/f-ai-r/entity/prompt-presentation | generated by: Add 5-minute pitch + 25+5 conference decks; vendor marp-dlr theme; presentation agent; CI for slides; promote slides to fourth primary artefact |
| prompt-condenser | https://noheton.org/f-ai-r/entity/prompt-condenser | generated by: Add primary-artifact consistency invariant to all prompts; generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint |
| prompt-fair-aligner | https://noheton.org/f-ai-r/entity/prompt-fair-aligner | generated by: Add primary-artifact consistency invariant to all prompts |
| prompt-layout-scrutinizer | https://noheton.org/f-ai-r/entity/prompt-layout-scrutinizer | generated by: Add primary-artifact consistency invariant to all prompts |
| prompt-orchestrator | https://noheton.org/f-ai-r/entity/prompt-orchestrator | generated by: Add primary-artifact consistency invariant to all prompts |
| prompt-provenance-curator | https://noheton.org/f-ai-r/entity/prompt-provenance-curator | generated by: Add primary-artifact consistency invariant to all prompts |
| prompt-readability-reviewer | https://noheton.org/f-ai-r/entity/prompt-readability-reviewer | generated by: Add primary-artifact consistency invariant to all prompts |
| prompt-research-protocol | https://noheton.org/f-ai-r/entity/prompt-research-protocol | generated by: Add primary-artifact consistency invariant to all prompts |
| prompt-scientific-writer | https://noheton.org/f-ai-r/entity/prompt-scientific-writer | generated by: Add primary-artifact consistency invariant to all prompts; generated by: Add chapter-granularity rule to the Scientific Writer prompt; generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint |
| prompt-source-analyzer | https://noheton.org/f-ai-r/entity/prompt-source-analyzer | generated by: Add primary-artifact consistency invariant to all prompts; generated by: Add build-time cache-bust to the site; mandate Consensus/Scholar tools in the source workflow; generated by: Second-pass source research; add eleven new identifier-verified sources; expand search-tool catalogue; add institutional-access channel |
Claims
| Label | IRI | Attributes |
|---|---|---|
| A PROV-O graph that ships with the manuscript is the simplest viable spine for AI-mediated scholarly attribution. | https://noheton.org/f-ai-r/claim/provenance-as-spine | verification: needs research; created: 2026-05-06; generated by: Draft the introduction; attributed to: human-author |
| AI participates twice in the F(AI^2)R loop: once as assistant in authoring, once as auditor of provenance. | https://noheton.org/f-ai-r/claim/two-passes | verification: human-confirmed; created: 2026-05-06; generated by: Draft the introduction; attributed to: human-author |
| Base-rate-anchored AI disclosure: disclosure is anchored to numeric base rates for the failure modes the verification rungs mitigate. | https://noheton.org/f-ai-r/claim/practice-disclosure | verification: AI-confirmed; created: 2026-05-06; generated by: Draft the long-form manuscript from the source repository; attributed to: human-author |
| Bioinformatics standardised semantic tagging (Gene Ontology and successors) under data-volume pressure; the ontology was not a research output but a precondition for research that scaled, and that investment is what made the next decade of bioinformatics possible. | https://noheton.org/f-ai-r/claim/bioinformatics-precedent | verification: human-confirmed; created: 2026-05-06; generated by: Add §3.6 'Looking forward: provenance graphs as research infrastructure' to pattern.tex; attributed to: human-author |
| Croissant occupies the dataset-metadata slot; F(AI)²R describes the authoring process; the two compose | https://noheton.org/f-ai-r/claim/croissant-not-overlap | verification: AI-confirmed; generated by: Integrate three external works (Ara, Vaswani, Croissant) into the manuscript; attributed to: human-author; attributed to: claude-opus-4-7 |
| doc/publication-consent.md is the gate read by every script and workflow that publishes the manuscript outside the local working tree; until a signed entry records explicit human-author consent for a specific surface, those workflows must refuse to publish. | https://noheton.org/f-ai-r/claim/consent-gate-binding | verification: source vendored; created: 2026-05-06; generated by: Fix paper-build CI; add provenance-analysis section, pipeline figure, interactive explorer, splashy homepage, draft-PDF release, consent gate; attributed to: human-author |
| Domain ontologies (SOSA / SSN for sensor data, OM-2 / QUDT for units of measure) plug into the F(AI)^2R schema as side-arms of PROV-O, grounding the values of claims (not just their evidence) in machine-checkable terms; this addresses unit-and-dimension defects that prose alone cannot reach, and is a low-cost win for engineering and metadata communities (NFDI4Ing, HMC) that already maintain such ontologies. | https://noheton.org/f-ai-r/claim/domain-ontologies-extension | verification: human-confirmed; created: 2026-05-06; generated by: Add §3.5 'Extensibility through domain ontologies' to pattern.tex; attributed to: human-author |
| Each rendered site page references its CSS via a SHA-1-keyed query string and embeds the same hash in a meta tag, so a stale CDN or browser cache cannot serve an outdated bundle. | https://noheton.org/f-ai-r/claim/cache-bust-versioning | verification: human-confirmed; created: 2026-05-06; generated by: Add build-time cache-bust to the site; mandate Consensus/Scholar tools in the source workflow; attributed to: human-author |
| Every material contribution to the manuscript or its scaffolding is logged in doc/user-contributions.md (mirrored as fair2r:HumanContribution / AIContribution / MetaContribution in the graph), so that the question 'what did the human / AI actually do here?' has a structured, queryable answer. | https://noheton.org/f-ai-r/claim/contribution-tracking-rule | verification: human-confirmed; created: 2026-05-06; generated by: Meta-cooperation activity: introduce contribution-tracking rule (back-filled parent for claim:contribution-tracking-rule); attributed to: human-author |
| F(AI)^2R is adoptable by other researchers via a single initialization prompt that points the LLM at this repository as the canonical reference; the prompt's binding rules block is auto-synced from CLAUDE.md so an adopter is given the live rules rather than a snapshot. | https://noheton.org/f-ai-r/claim/getting-started-init-prompt | verification: human-confirmed; created: 2026-05-07; generated by: Meta-cooperation: author getting-started page + sync script for new adopters; attributed to: human-author |
| F(AI)^2R is not free: every authoring and audit pass burns inference compute, and disclosure should include the order-of-magnitude inference budget alongside the rung distribution. | https://noheton.org/f-ai-r/claim/sustainability-cost | verification: human-confirmed; created: 2026-05-06; generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint; attributed to: human-author |
| F(AI)^2R is published as a single short-form manuscript with a default body budget of 10 pages, plus references and appendices. | https://noheton.org/f-ai-r/claim/short-form-budget | verification: human-confirmed; created: 2026-05-06; generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint; attributed to: human-author |
| F(AI)^2R is structurally a cousin of model checking and theorem proving: each fair2r:Claim is a conjecture, the verification ladder is a proof-state machine, the audit pass is a proof-checker, SHACL shapes are invariants, the handback discipline is the prover/checker separation. Two useful imports we have not yet drawn on: counter-example witnesses attached to retracted claims, and lemma libraries of vetted claims that successor papers can cite by IRI without re-verifying. | https://noheton.org/f-ai-r/claim/formal-methods-cousin | verification: human-confirmed; created: 2026-05-07; generated by: Meta-cooperation activity: graduate formal-methods-cousin to related-work (back-filled parent); attributed to: human-author |
| F(AI)²R declines Ara's bargain: narrative manuscript stays primary; PROV-O rides alongside | https://noheton.org/f-ai-r/claim/ara-maximalist-alternative | verification: AI-confirmed; generated by: Integrate three external works (Ara, Vaswani, Croissant) into the manuscript; attributed to: human-author; attributed to: claude-opus-4-7 |
| FAIR alignment as precondition: do not retrofit FAIR. The eight practices, adopted on day one, supply the four FAIR axes at low marginal cost. | https://noheton.org/f-ai-r/claim/practice-fair-precondition | verification: source vendored; created: 2026-05-06; generated by: Draft the long-form manuscript from the source repository; attributed to: human-author |
| FAIR needs a second AI pass — auditing — to remain meaningful in the LLM era. | https://noheton.org/f-ai-r/claim/fair-needs-second-ai | verification: needs research; created: 2026-05-06; generated by: Draft the introduction; attributed to: human-author |
| Future research success may depend less on the solitary craft of a single manuscript and more on (i) provenance models that turn published claims into machine-readable hypotheses; (ii) graph interconnectivity across institutional knowledge graphs (the Helmholtz cross-centre graph as the proximate example); (iii) clever experimental validation that uses the graph to identify the next testable deviation from the published consensus. | https://noheton.org/f-ai-r/claim/future-research-infrastructure | verification: human-confirmed; created: 2026-05-06; generated by: Promote claim:future-research-infrastructure into the Conclusion's 'The longer arc' paragraph; attributed to: human-author |
| Future science remains driven by creativity, tenacity and curiosity; an LLM can make overview and state-of-the-art cheap, but true novelty (the unasked question, the not-yet-thinkable abstraction) is a human quality the models do not match yet --- a dated present-tense claim, not a metaphysical guarantee. | https://noheton.org/f-ai-r/claim/human-novelty-not-yet-matched | verification: human-confirmed; created: 2026-05-17; generated by: Add the human author's novelty conviction to the Author's Note; attributed to: human-author |
| Legal honesty about authorship: AI is acknowledged but not an author; CITATION.cff lists humans only. | https://noheton.org/f-ai-r/claim/practice-legal | verification: human-confirmed; created: 2026-05-06; generated by: Draft the long-form manuscript from the source repository; attributed to: human-author |
| Major ML venues (NeurIPS, ICLR, ACL Rolling Review) have published explicit author-and-reviewer AI policies, going beyond the editorial-level disclosure norms of the medical journals. | https://noheton.org/f-ai-r/claim/reviewer-side-ai-policies | verification: AI-confirmed; created: 2026-05-06; generated by: Meta-cooperation activity: gap-fill reviewer-side AI policies (back-filled parent for claim:reviewer-side-ai-policies); attributed to: human-author |
| Mirror discipline: every primary artefact has a (source, render) pair under version control; condensation must preserve fair2r:Claim IRIs. | https://noheton.org/f-ai-r/claim/practice-mirror | verification: source vendored; created: 2026-05-06; generated by: Draft the long-form manuscript from the source repository; attributed to: human-author |
| Per-claim provenance maps: every named claim has a fair2r:Claim IRI with the minimum required PROV-O attributions. | https://noheton.org/f-ai-r/claim/practice-provenance-maps | verification: source vendored; created: 2026-05-06; generated by: Draft the long-form manuscript from the source repository; attributed to: human-author |
| Recursive meta-process documentation: a paper that prescribes a discipline must have been written under that discipline. | https://noheton.org/f-ai-r/claim/practice-recursive | verification: source vendored; created: 2026-05-06; generated by: Draft the long-form manuscript from the source repository; attributed to: human-author |
| Research groups without access to frontier models cannot apply F(AI)^2R at the same effective rung; the pattern describes the work but does not equalise access to it. | https://noheton.org/f-ai-r/claim/equity-not-neutral | verification: human-confirmed; created: 2026-05-06; generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint; attributed to: human-author |
| Scientific sources are searched first via Consensus/Scholar, then via direct first-party repositories (arXiv, OpenAlex, Crossref, PubMed, IEEE Xplore, Springer Link, ACM DL, ScienceDirect, W3C/RDA/NIST/ISO), then via web search for grey literature. | https://noheton.org/f-ai-r/claim/scientific-repositories-binding | verification: human-confirmed; created: 2026-05-06; generated by: Second-pass source research; add eleven new identifier-verified sources; expand search-tool catalogue; add institutional-access channel; attributed to: human-author |
| Scientific sources are searched first via the Consensus/Scholar peer-reviewed corpus tool (Semantic Scholar / PubMed / Scopus / arXiv); web search is the fallback for grey-literature sources. | https://noheton.org/f-ai-r/claim/consensus-scholar-default | verification: human-confirmed; created: 2026-05-06; generated by: Add build-time cache-bust to the site; mandate Consensus/Scholar tools in the source workflow; attributed to: human-author |
| Senior researchers --- analogous to the Xennial bridge generation --- carry a responsibility to articulate, in machine-readable form, the previously-unthinkable-to-question scholarly disciplines so they survive translation into a tooling-native research culture; F(AI)^2R is one such articulation. | https://noheton.org/f-ai-r/claim/senior-researcher-bridge | verification: human-confirmed; created: 2026-05-07; generated by: Meta-cooperation: graduate senior-researcher bridge claim into the Conclusion; attributed to: human-author |
| Since Vaswani et al. 2017, the population of plausible authors of a scientific paragraph has changed in kind | https://noheton.org/f-ai-r/claim/transformer-pivot | verification: human-read; generated by: Integrate three external works (Ara, Vaswani, Croissant) into the manuscript; attributed to: human-author; attributed to: claude-opus-4-7 |
| Slide decks (slides/*.md) join the manuscript, the PROV-O graph, and the logbook as the fourth primary artefact under the consistency invariant. A claim graduates to a slide only after it has graduated to the paper text; a slide that contradicts the paper is a defect surfaced by the FAIR Aligner. | https://noheton.org/f-ai-r/claim/slides-as-primary-artefact | verification: human-confirmed; created: 2026-05-06; generated by: Add 5-minute pitch + 25+5 conference decks; vendor marp-dlr theme; presentation agent; CI for slides; promote slides to fourth primary artefact; attributed to: human-author |
| Specialisation reduces hallucination at the seam: prose-owning and audit-owning agents are strictly separated by the handback discipline. | https://noheton.org/f-ai-r/claim/specialisation-reduces-hallucination | verification: source vendored; created: 2026-05-06; generated by: Draft the long-form manuscript from the source repository; attributed to: human-author |
| The contribution of F(AI)^2R is the integration of eight individually unoriginal practices into a single discipline. | https://noheton.org/f-ai-r/claim/integration-is-the-contribution | verification: human-confirmed; created: 2026-05-06; generated by: Draft the long-form manuscript from the source repository; attributed to: human-author |
| The cooperation that produced this paper imposed twenty structurally-significant changes on its own scaffolding while the work was underway; they fall into five classes (rule, agent, schema, pipeline, manuscript) and are summarised in Table 1 of the manuscript and in the Methodology page on the Pages site. | https://noheton.org/f-ai-r/claim/evolution-summary-table | verification: human-confirmed; created: 2026-05-07; generated by: Meta-cooperation: synthesise the evolutions table from logbook + user-contributions; attributed to: human-author |
| The front-matter Author's Note is the one section that carries direct second-person address (you / I), by lineage from the source paper. The DLR voice rule prohibiting second person applies to every other section. | https://noheton.org/f-ai-r/claim/authors-note-voice-exception | verification: human-confirmed; created: 2026-05-07; generated by: Reconcile provenance: delete superseded files, add eight-practices figure, document Author's Note voice exception; attributed to: human-author |
| The LLM-assisted writing failure modes sit on top of a reproducibility baseline that is already poor in many fields, so an authoring-side discipline is necessary even before LLMs are considered. | https://noheton.org/f-ai-r/claim/reproducibility-baseline-poor | verification: AI-confirmed; created: 2026-05-06; generated by: Meta-cooperation activity: gap-fill reproducibility-crisis literature (back-filled parent for claim:reproducibility-baseline-poor); attributed to: human-author |
| The manuscript, the PROV-O graph, and the logbook are primary artifacts and must remain consistent and up to date at all times. | https://noheton.org/f-ai-r/claim/primary-artifact-invariant | verification: human-confirmed; created: 2026-05-06; generated by: Add primary-artifact consistency invariant to all prompts; attributed to: human-author |
| The pattern's effective behaviour depends on the capability of the underlying frontier model; the receipts (transcripts, prompts, version manifest) are preserved but the capability is not portable. | https://noheton.org/f-ai-r/claim/frontier-model-dependence | verification: human-confirmed; created: 2026-05-06; generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint; attributed to: human-author |
| The provenance graph is a queryable structure whose health, taken section by section, is the audit pass on Reusable; four diagnostic queries (rung distribution, section-to-claim coverage, source invocation strength, activity timeline) catch the failure modes that have a graph signature. | https://noheton.org/f-ai-r/claim/provenance-analysis-claim | verification: human-confirmed; created: 2026-05-06; generated by: Fix paper-build CI; add provenance-analysis section, pipeline figure, interactive explorer, splashy homepage, draft-PDF release, consent gate; attributed to: human-author |
| The rising fraction of LLM-modified prose in scholarly venues makes a discipline of authoring-side provenance necessary now, rather than a forensic detection regime applied on the back end. | https://noheton.org/f-ai-r/claim/ai-rise-motivation | verification: AI-confirmed; created: 2026-05-06; generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint; attributed to: human-author |
| The site, the paper PDF, and the forthcoming slide deck follow the DLR Corporate Design (CD-Handbuch §10.1, §4, §10): Frutiger/Arial stack, DLR-Blue accent, square corners, hairline borders, photography-led imagery, institutional voice. | https://noheton.org/f-ai-r/claim/dlr-design-alignment | verification: source vendored; created: 2026-05-06; generated by: Pivot to short-form; integrate DLR Corporate Design; add sustainability and AI-rise content; institutional imprint; attributed to: human-author |
| Traditional publishing is under stress; the journal-as-distribution concept (which pre-dates the internet by three centuries) is being weakened by preprint servers, overlay journals, registered reports, and artefact-versioned repositories; LLM-generated submissions tip a slow drift into a visible crisis. F(AI)^2R is designed to fit both the legacy and the emerging scholarly-communication ecosystem. | https://noheton.org/f-ai-r/claim/journal-as-distribution-in-decline | verification: human-confirmed; created: 2026-05-07; generated by: Meta-cooperation activity: graduate journal-as-distribution-in-decline to intro.tex (back-filled parent); attributed to: human-author |
| Transcript preservation: every working session commits its conversation transcript bound to the manuscript via the provenance graph. | https://noheton.org/f-ai-r/claim/practice-transcripts | verification: source vendored; created: 2026-05-06; generated by: Draft the long-form manuscript from the source repository; attributed to: human-author |
| Verification-status labelling: every claim carries one of five rungs as a finite-state machine, monotone non-decreasing modulo explicit retraction. | https://noheton.org/f-ai-r/claim/practice-ladder | verification: source vendored; created: 2026-05-06; generated by: Draft the long-form manuscript from the source repository; attributed to: human-author |
| Walters & Wilder report 55%/18% citation fabrication for GPT-3.5/GPT-4 in general-purpose generation; Magesh et al. report 17–34% hallucination for retrieval-augmented legal-research tools; the two studies grade different objects and should be cited distinctly. | https://noheton.org/f-ai-r/claim/base-rates-distinct | verification: AI-confirmed; created: 2026-05-06; generated by: Research and evaluate sources, populate doc/sources.md; attributed to: source-analyzer-subagent; attributed to: human-author |
| When a source is necessary for a load-bearing claim but paywalled and the abstract is insufficient, the agent appends a structured request to doc/sources-needing-institutional-access.md; the human author supplies the PDF via DLR institutional channels (TIB / ZB MED / Helmholtz e-journals); the source then moves to source-vendored. The pending list is the explicit escalation path; silent downgrade is a defect. | https://noheton.org/f-ai-r/claim/institutional-access-channel | verification: human-confirmed; created: 2026-05-06; generated by: Second-pass source research; add eleven new identifier-verified sources; expand search-tool catalogue; add institutional-access channel; attributed to: human-author |