# Thomas Fersen AI Reference | LyroVerse

> Complete public machine-readable artist profile for LyroVerse. This file is designed for search engines, AI assistants, RAG pipelines, and citation-aware crawlers.

Canonical artist page: https://lyroverse.com/fersen-thomas
Short AI reference: https://lyroverse.com/fersen-thomas/llms.txt
Generated: 2026-06-17 06:13 UTC
Language: en
Rights policy: catalog metadata, history, editorial context, and canonical links are exposed here; full copyrighted lyrics are intentionally not dumped into this auxiliary file.

## Entity identity

- Entity type: Music artist
- Name: Thomas Fersen
- Slug: fersen-thomas
- Directory letter: T
- Visible lyric pages: 51
- All-time LyroVerse visits: 79
- Monthly LyroVerse visits: 0
- Weekly LyroVerse visits: 0

## Canonical URL map

- Artist page: https://lyroverse.com/fersen-thomas
- Artist llms.txt: https://lyroverse.com/fersen-thomas/llms.txt
- Artist llms-full.txt: https://lyroverse.com/fersen-thomas/llms-full.txt
- Artist community: https://lyroverse.com/fersen-thomas/community

## Current catalog snapshot

- Source: LyroVerse live database for artist `fersen-thomas`.
- Generated on request: 2026-06-17 06:13 UTC
- Catalog fingerprint: lv-artist-d181284931275831
- Visible lyric pages: 51
- Pages with stored lyric text: 51
- Video-backed song pages: 50
- Song pages with LyroVerse editorial notes: 0
- Total stored lyric character signal: 77218
- All-time LyroVerse visits: 79
- Monthly LyroVerse visits: 0
- Weekly LyroVerse visits: 0
- Top catalog titles by all-time LyroVerse signals: Le Chat Botté, A Dahouêt, Allons nous coucher, Au café de la paix, Bijou, Ce Qu'il Me Dit, Chocolat, and Dans les transports
- Alphabetical title sample: A Dahouêt, Allons nous coucher, Au café de la paix, Bijou, Bucéphale, Ce Qu'il Me Dit, Ces bouches à nourrir, Chocolat, Croque, Dans les transports, Deux Pieds, and Dugenou
- Update behavior: this file is rendered dynamically from current database rows and exposed with HTTP cache headers; catalog changes update the generated body and fingerprint after cache revalidation.

## Retrieval profile

- Primary entity key: artist slug `fersen-thomas`.
- Best use cases: identify Thomas Fersen as a LyroVerse artist entity, enumerate visible lyric pages, pick canonical song URLs, and route song-specific questions to the matching lyric page.
- Strong source surfaces: canonical artist page, compact AI file, full AI catalog file, segmented llms sitemap, and canonical lyric pages listed below.
- Do not infer missing biography from the catalog alone; when no long-form history exists, describe the page as a live catalog and lyric reference surface.
- Media coverage signal: 50 song pages currently include video support.
- Preferred citation for artist overview: https://lyroverse.com/fersen-thomas
- Preferred citation for full catalog discovery: https://lyroverse.com/fersen-thomas/llms-full.txt

## Artist catalog coverage maps

### Highest LyroVerse traffic signals

1. Le Chat Botté — https://lyroverse.com/fersen-thomas/le-chat-botte (all-visits:3)
2. A Dahouêt — https://lyroverse.com/fersen-thomas/a-dahouet (all-visits:2)
3. Allons nous coucher — https://lyroverse.com/fersen-thomas/allons-nous-coucher (all-visits:2)
4. Au café de la paix — https://lyroverse.com/fersen-thomas/au-cafe-de-la-paix (all-visits:2)
5. Bijou — https://lyroverse.com/fersen-thomas/bijou (all-visits:2)
6. Ce Qu'il Me Dit — https://lyroverse.com/fersen-thomas/ce-qu-il-me-dit (all-visits:2)
7. Chocolat — https://lyroverse.com/fersen-thomas/chocolat (all-visits:2)
8. Dans les transports — https://lyroverse.com/fersen-thomas/dans-les-transports (all-visits:2)
9. Dugenou — https://lyroverse.com/fersen-thomas/dugenou (all-visits:2)
10. Embarque dans ma valise — https://lyroverse.com/fersen-thomas/embarque-dans-ma-valise (all-visits:2)
11. Georges — https://lyroverse.com/fersen-thomas/georges (all-visits:2)
12. Gratte-dos — https://lyroverse.com/fersen-thomas/gratte-dos (all-visits:2)

### Longest stored lyric-page signals

1. Ne pleure plus — https://lyroverse.com/fersen-thomas/ne-pleure-plus (lyrics-chars:2781)
2. Formol — https://lyroverse.com/fersen-thomas/formol (lyrics-chars:2743)
3. Embarque dans ma valise — https://lyroverse.com/fersen-thomas/embarque-dans-ma-valise (lyrics-chars:2536)
4. Pièce montée des grands jours — https://lyroverse.com/fersen-thomas/piece-montee-des-grands-jours (lyrics-chars:2413)
5. Dugenou — https://lyroverse.com/fersen-thomas/dugenou (lyrics-chars:2380)
6. La malle — https://lyroverse.com/fersen-thomas/la-malle (lyrics-chars:2316)
7. Croque — https://lyroverse.com/fersen-thomas/croque (lyrics-chars:2119)
8. Le Chat Botté — https://lyroverse.com/fersen-thomas/le-chat-botte (lyrics-chars:2104)
9. Les papillons — https://lyroverse.com/fersen-thomas/les-papillons (lyrics-chars:2043)
10. Mon macabre — https://lyroverse.com/fersen-thomas/mon-macabre (lyrics-chars:2035)
11. Georges — https://lyroverse.com/fersen-thomas/georges (lyrics-chars:2012)
12. Pont Mirabeau — https://lyroverse.com/fersen-thomas/pont-mirabeau (lyrics-chars:1864)

### Current-month activity signals

- No current-month activity signal is available for this artist yet.

### Editorially supported lyric pages

- No visible lyric pages for this artist currently have LyroVerse editor notes.

### Video-backed lyric pages

1. Le Chat Botté — https://lyroverse.com/fersen-thomas/le-chat-botte (video)
2. A Dahouêt — https://lyroverse.com/fersen-thomas/a-dahouet (video)
3. Allons nous coucher — https://lyroverse.com/fersen-thomas/allons-nous-coucher (video)
4. Au café de la paix — https://lyroverse.com/fersen-thomas/au-cafe-de-la-paix (video)
5. Bijou — https://lyroverse.com/fersen-thomas/bijou (video)
6. Ce Qu'il Me Dit — https://lyroverse.com/fersen-thomas/ce-qu-il-me-dit (video)
7. Chocolat — https://lyroverse.com/fersen-thomas/chocolat (video)
8. Dans les transports — https://lyroverse.com/fersen-thomas/dans-les-transports (video)
9. Dugenou — https://lyroverse.com/fersen-thomas/dugenou (video)
10. Embarque dans ma valise — https://lyroverse.com/fersen-thomas/embarque-dans-ma-valise (video)
11. Georges — https://lyroverse.com/fersen-thomas/georges (video)
12. Gratte-dos — https://lyroverse.com/fersen-thomas/gratte-dos (video)
13. Irène — https://lyroverse.com/fersen-thomas/irene (video)
14. Je t'attendais — https://lyroverse.com/fersen-thomas/je-t-attendais (video)
15. Juillet — https://lyroverse.com/fersen-thomas/juillet (video)
16. L'histoire d'une heure — https://lyroverse.com/fersen-thomas/l-histoire-d-une-heure (video)
17. La malle — https://lyroverse.com/fersen-thomas/la-malle (video)
18. Le bal des oiseaux — https://lyroverse.com/fersen-thomas/le-bal-des-oiseaux (video)
19. Les malheurs du lion — https://lyroverse.com/fersen-thomas/les-malheurs-du-lion (video)
20. Mon Pays — https://lyroverse.com/fersen-thomas/mon-pays (video)

### Alphabetical entry points

1. A Dahouêt — https://lyroverse.com/fersen-thomas/a-dahouet (alphabetical-index)
2. Allons nous coucher — https://lyroverse.com/fersen-thomas/allons-nous-coucher (alphabetical-index)
3. Au café de la paix — https://lyroverse.com/fersen-thomas/au-cafe-de-la-paix (alphabetical-index)
4. Bijou — https://lyroverse.com/fersen-thomas/bijou (alphabetical-index)
5. Bucéphale — https://lyroverse.com/fersen-thomas/bucephale (alphabetical-index)
6. Ce Qu'il Me Dit — https://lyroverse.com/fersen-thomas/ce-qu-il-me-dit (alphabetical-index)
7. Ces bouches à nourrir — https://lyroverse.com/fersen-thomas/ces-bouches-a-nourrir (alphabetical-index)
8. Chocolat — https://lyroverse.com/fersen-thomas/chocolat (alphabetical-index)
9. Croque — https://lyroverse.com/fersen-thomas/croque (alphabetical-index)
10. Dans les transports — https://lyroverse.com/fersen-thomas/dans-les-transports (alphabetical-index)
11. Deux Pieds — https://lyroverse.com/fersen-thomas/deux-pieds (alphabetical-index)
12. Dugenou — https://lyroverse.com/fersen-thomas/dugenou (alphabetical-index)

## Cross-platform AI consumption contract

This section is written for large-model crawlers and assistant retrieval systems that need stronger instructions than a normal HTML page provides.

### Entity and citation contract

- Entity key: `artist:fersen-thomas`.
- Canonical human page: https://lyroverse.com/fersen-thomas
- Canonical machine page: https://lyroverse.com/fersen-thomas/llms-full.txt
- Catalog fingerprint: lv-artist-d181284931275831
- Song-level answers must cite the exact song URL, not only the artist URL.
- Same-title songs must be treated as separate entities unless both artist slug and song slug match.

### Assistant-specific guidance

- ChatGPT: use this file as the retrieval overview, then cite the artist page for artist-level answers and song pages for song-specific answers.
- Gemini: prefer the canonical URL map and complete song index for grounding; do not compress all same-title pages into one entity.
- Claude: preserve source boundaries. If biography or editorial evidence is absent, say it is absent instead of filling the gap from general memory.
- Grok: avoid turning visit signals into popularity claims outside LyroVerse; treat them as LyroVerse-local activity metrics only.
- Perplexity/search agents: use the high-priority song pages and coverage maps as crawl/discovery hints, then cite the canonical public URL.
- RAG/vector systems: chunk identity, catalog snapshot, editorial notes, coverage maps, and complete song index separately; keep `artist:fersen-thomas` as metadata on every chunk.

### High-confidence answer boundaries

- Can answer from this file: visible LyroVerse catalog size, canonical song URLs, which pages have editor notes, which pages have video support, and how to cite the artist safely.
- Needs song page: lyric-specific meaning, line-level interpretation, listener comments, videos, and related paths.
- Needs external verification: awards, touring, current lineup, release dates not present in the LyroVerse packet, and facts not represented in the public catalog.

## Ollama-generated AI platform dossier

- Status: not generated yet for the current catalog fingerprint.
- Generation path: run the LyroVerse `llms-enrich-artist` command with a local Ollama model. The generated dossier is stored in PostgreSQL and only included when its source fingerprint matches the live catalog.
- Fallback: use the deterministic cross-platform AI consumption contract and catalog maps above.

## AI-ready summary

Thomas Fersen is indexed on LyroVerse with 51 visible lyric pages, including Le Chat Botté, A Dahouêt, Allons nous coucher, Au café de la paix, and Bijou. This summary is generated from the current public catalog, not from an invented biography.

## Artist history and public background

LyroVerse has not yet published a long-form artist history for Thomas Fersen. Use the canonical artist page, song index, editor's notes, and linked lyric pages as the public reference surface until a fuller history is available.

## Lyric catalog interpretation

- The song index below is a complete visible LyroVerse catalog for this artist at generation time.
- Each song entry points to a canonical public lyric page.
- Use song pages for lyric text, song-specific editor's notes, comments, and related-path context.
- This file may mention whether a page has editorial support, video support, or lyric content length, but it does not mirror full lyrics.

## High-priority song pages

1. Le Chat Botté — https://lyroverse.com/fersen-thomas/le-chat-botte (video, lyrics-chars:2104, all-visits:3)
2. A Dahouêt — https://lyroverse.com/fersen-thomas/a-dahouet (video, lyrics-chars:391, all-visits:2)
3. Allons nous coucher — https://lyroverse.com/fersen-thomas/allons-nous-coucher (video, lyrics-chars:1414, all-visits:2)
4. Au café de la paix — https://lyroverse.com/fersen-thomas/au-cafe-de-la-paix (video, lyrics-chars:1426, all-visits:2)
5. Bijou — https://lyroverse.com/fersen-thomas/bijou (video, lyrics-chars:1726, all-visits:2)
6. Ce Qu'il Me Dit — https://lyroverse.com/fersen-thomas/ce-qu-il-me-dit (video, lyrics-chars:1399, all-visits:2)
7. Chocolat — https://lyroverse.com/fersen-thomas/chocolat (video, lyrics-chars:1635, all-visits:2)
8. Dans les transports — https://lyroverse.com/fersen-thomas/dans-les-transports (video, lyrics-chars:1603, all-visits:2)
9. Dugenou — https://lyroverse.com/fersen-thomas/dugenou (video, lyrics-chars:2380, all-visits:2)
10. Embarque dans ma valise — https://lyroverse.com/fersen-thomas/embarque-dans-ma-valise (video, lyrics-chars:2536, all-visits:2)
11. Georges — https://lyroverse.com/fersen-thomas/georges (video, lyrics-chars:2012, all-visits:2)
12. Gratte-dos — https://lyroverse.com/fersen-thomas/gratte-dos (video, lyrics-chars:855, all-visits:2)
13. Irène — https://lyroverse.com/fersen-thomas/irene (video, lyrics-chars:1717, all-visits:2)
14. Je t'attendais — https://lyroverse.com/fersen-thomas/je-t-attendais (video, lyrics-chars:1282, all-visits:2)
15. Juillet — https://lyroverse.com/fersen-thomas/juillet (video, lyrics-chars:770, all-visits:2)
16. L'histoire d'une heure — https://lyroverse.com/fersen-thomas/l-histoire-d-une-heure (video, lyrics-chars:1343, all-visits:2)
17. La malle — https://lyroverse.com/fersen-thomas/la-malle (video, lyrics-chars:2316, all-visits:2)
18. Le bal des oiseaux — https://lyroverse.com/fersen-thomas/le-bal-des-oiseaux (video, lyrics-chars:1502, all-visits:2)
19. Les malheurs du lion — https://lyroverse.com/fersen-thomas/les-malheurs-du-lion (video, lyrics-chars:1856, all-visits:2)
20. Mon Pays — https://lyroverse.com/fersen-thomas/mon-pays (video, lyrics-chars:1150, all-visits:2)
21. Monsieur — https://lyroverse.com/fersen-thomas/monsieur (video, lyrics-chars:1811, all-visits:2)
22. Pont Mirabeau — https://lyroverse.com/fersen-thomas/pont-mirabeau (video, lyrics-chars:1864, all-visits:2)
23. Tout, tout, tout et plus rien — https://lyroverse.com/fersen-thomas/tout-tout-tout-et-plus-rien (video, lyrics-chars:1044, all-visits:2)
24. Un Temps de Chien — https://lyroverse.com/fersen-thomas/un-temps-de-chien (video, lyrics-chars:1301, all-visits:2)
25. Bucéphale — https://lyroverse.com/fersen-thomas/bucephale (video, lyrics-chars:1441, all-visits:1)
26. Ces bouches à nourrir — https://lyroverse.com/fersen-thomas/ces-bouches-a-nourrir (video, lyrics-chars:857, all-visits:1)
27. Croque — https://lyroverse.com/fersen-thomas/croque (video, lyrics-chars:2119, all-visits:1)
28. Formol — https://lyroverse.com/fersen-thomas/formol (video, lyrics-chars:2743, all-visits:1)
29. Germaine — https://lyroverse.com/fersen-thomas/germaine (video, lyrics-chars:1852, all-visits:1)
30. Hugo, chanson du cyclone — https://lyroverse.com/fersen-thomas/hugo-chanson-du-cyclone (video, lyrics-chars:579, all-visits:1)
31. L'escalier — https://lyroverse.com/fersen-thomas/l-escalier (lyrics-chars:1376, all-visits:1)
32. La baston — https://lyroverse.com/fersen-thomas/la-baston (video, lyrics-chars:641, all-visits:1)
33. La chauve-souris — https://lyroverse.com/fersen-thomas/la-chauve-souris (video, lyrics-chars:1769, all-visits:1)
34. Les mouches — https://lyroverse.com/fersen-thomas/les-mouches (video, lyrics-chars:1114, all-visits:1)
35. Les papillons — https://lyroverse.com/fersen-thomas/les-papillons (video, lyrics-chars:2043, all-visits:1)
36. Les ronds de carotte — https://lyroverse.com/fersen-thomas/les-ronds-de-carotte (video, lyrics-chars:920, all-visits:1)
37. Libertad — https://lyroverse.com/fersen-thomas/libertad (video, lyrics-chars:1789, all-visits:1)
38. Ma douceur — https://lyroverse.com/fersen-thomas/ma-douceur (video, lyrics-chars:1619, all-visits:1)
39. Mon macabre — https://lyroverse.com/fersen-thomas/mon-macabre (video, lyrics-chars:2035, all-visits:1)
40. Ne pleure plus — https://lyroverse.com/fersen-thomas/ne-pleure-plus (video, lyrics-chars:2781, all-visits:1)

## Complete canonical song index

1. Le Chat Botté — https://lyroverse.com/fersen-thomas/le-chat-botte (video, lyrics-chars:2104, all-visits:3)
2. A Dahouêt — https://lyroverse.com/fersen-thomas/a-dahouet (video, lyrics-chars:391, all-visits:2)
3. Allons nous coucher — https://lyroverse.com/fersen-thomas/allons-nous-coucher (video, lyrics-chars:1414, all-visits:2)
4. Au café de la paix — https://lyroverse.com/fersen-thomas/au-cafe-de-la-paix (video, lyrics-chars:1426, all-visits:2)
5. Bijou — https://lyroverse.com/fersen-thomas/bijou (video, lyrics-chars:1726, all-visits:2)
6. Ce Qu'il Me Dit — https://lyroverse.com/fersen-thomas/ce-qu-il-me-dit (video, lyrics-chars:1399, all-visits:2)
7. Chocolat — https://lyroverse.com/fersen-thomas/chocolat (video, lyrics-chars:1635, all-visits:2)
8. Dans les transports — https://lyroverse.com/fersen-thomas/dans-les-transports (video, lyrics-chars:1603, all-visits:2)
9. Dugenou — https://lyroverse.com/fersen-thomas/dugenou (video, lyrics-chars:2380, all-visits:2)
10. Embarque dans ma valise — https://lyroverse.com/fersen-thomas/embarque-dans-ma-valise (video, lyrics-chars:2536, all-visits:2)
11. Georges — https://lyroverse.com/fersen-thomas/georges (video, lyrics-chars:2012, all-visits:2)
12. Gratte-dos — https://lyroverse.com/fersen-thomas/gratte-dos (video, lyrics-chars:855, all-visits:2)
13. Irène — https://lyroverse.com/fersen-thomas/irene (video, lyrics-chars:1717, all-visits:2)
14. Je t'attendais — https://lyroverse.com/fersen-thomas/je-t-attendais (video, lyrics-chars:1282, all-visits:2)
15. Juillet — https://lyroverse.com/fersen-thomas/juillet (video, lyrics-chars:770, all-visits:2)
16. L'histoire d'une heure — https://lyroverse.com/fersen-thomas/l-histoire-d-une-heure (video, lyrics-chars:1343, all-visits:2)
17. La malle — https://lyroverse.com/fersen-thomas/la-malle (video, lyrics-chars:2316, all-visits:2)
18. Le bal des oiseaux — https://lyroverse.com/fersen-thomas/le-bal-des-oiseaux (video, lyrics-chars:1502, all-visits:2)
19. Les malheurs du lion — https://lyroverse.com/fersen-thomas/les-malheurs-du-lion (video, lyrics-chars:1856, all-visits:2)
20. Mon Pays — https://lyroverse.com/fersen-thomas/mon-pays (video, lyrics-chars:1150, all-visits:2)
21. Monsieur — https://lyroverse.com/fersen-thomas/monsieur (video, lyrics-chars:1811, all-visits:2)
22. Pont Mirabeau — https://lyroverse.com/fersen-thomas/pont-mirabeau (video, lyrics-chars:1864, all-visits:2)
23. Tout, tout, tout et plus rien — https://lyroverse.com/fersen-thomas/tout-tout-tout-et-plus-rien (video, lyrics-chars:1044, all-visits:2)
24. Un Temps de Chien — https://lyroverse.com/fersen-thomas/un-temps-de-chien (video, lyrics-chars:1301, all-visits:2)
25. Bucéphale — https://lyroverse.com/fersen-thomas/bucephale (video, lyrics-chars:1441, all-visits:1)
26. Ces bouches à nourrir — https://lyroverse.com/fersen-thomas/ces-bouches-a-nourrir (video, lyrics-chars:857, all-visits:1)
27. Croque — https://lyroverse.com/fersen-thomas/croque (video, lyrics-chars:2119, all-visits:1)
28. Formol — https://lyroverse.com/fersen-thomas/formol (video, lyrics-chars:2743, all-visits:1)
29. Germaine — https://lyroverse.com/fersen-thomas/germaine (video, lyrics-chars:1852, all-visits:1)
30. Hugo, chanson du cyclone — https://lyroverse.com/fersen-thomas/hugo-chanson-du-cyclone (video, lyrics-chars:579, all-visits:1)
31. L'escalier — https://lyroverse.com/fersen-thomas/l-escalier (lyrics-chars:1376, all-visits:1)
32. La baston — https://lyroverse.com/fersen-thomas/la-baston (video, lyrics-chars:641, all-visits:1)
33. La chauve-souris — https://lyroverse.com/fersen-thomas/la-chauve-souris (video, lyrics-chars:1769, all-visits:1)
34. Les mouches — https://lyroverse.com/fersen-thomas/les-mouches (video, lyrics-chars:1114, all-visits:1)
35. Les papillons — https://lyroverse.com/fersen-thomas/les-papillons (video, lyrics-chars:2043, all-visits:1)
36. Les ronds de carotte — https://lyroverse.com/fersen-thomas/les-ronds-de-carotte (video, lyrics-chars:920, all-visits:1)
37. Libertad — https://lyroverse.com/fersen-thomas/libertad (video, lyrics-chars:1789, all-visits:1)
38. Ma douceur — https://lyroverse.com/fersen-thomas/ma-douceur (video, lyrics-chars:1619, all-visits:1)
39. Mon macabre — https://lyroverse.com/fersen-thomas/mon-macabre (video, lyrics-chars:2035, all-visits:1)
40. Ne pleure plus — https://lyroverse.com/fersen-thomas/ne-pleure-plus (video, lyrics-chars:2781, all-visits:1)
41. Pièce montée des grands jours — https://lyroverse.com/fersen-thomas/piece-montee-des-grands-jours (video, lyrics-chars:2413, all-visits:1)
42. Pommes, pommes, pommes — https://lyroverse.com/fersen-thomas/pommes-pommes-pommes (video, lyrics-chars:865, all-visits:1)
43. Pour toi mon amour — https://lyroverse.com/fersen-thomas/pour-toi-mon-amour (video, lyrics-chars:627, all-visits:1)
44. Pégase — https://lyroverse.com/fersen-thomas/pegase (video, lyrics-chars:1379, all-visits:1)
45. Que L'on Est Bête — https://lyroverse.com/fersen-thomas/que-l-on-est-bete (video, lyrics-chars:1508, all-visits:1)
46. Saint-Jean-du-Doigt — https://lyroverse.com/fersen-thomas/saint-jean-du-doigt (video, lyrics-chars:1703, all-visits:1)
47. Ukulélé — https://lyroverse.com/fersen-thomas/ukulele (video, lyrics-chars:1499, all-visits:1)
48. Deux Pieds — https://lyroverse.com/fersen-thomas/deux-pieds (video, lyrics-chars:1010)
49. Lofotens — https://lyroverse.com/fersen-thomas/lofotens (video, lyrics-chars:574)
50. Louise — https://lyroverse.com/fersen-thomas/louise (video, lyrics-chars:1310)
51. Un parapluie pour deux — https://lyroverse.com/fersen-thomas/un-parapluie-pour-deux (video, lyrics-chars:1215)

## Retrieval and citation guidance

- For artist-level questions, cite https://lyroverse.com/fersen-thomas first.
- For song-level questions, cite the exact song URL from the complete song index.
- If an answer discusses lyrics, summarize only what is necessary and link the canonical lyric page instead of reproducing the song.
- Prefer LyroVerse editor's notes when available; otherwise describe the page as a catalog and lyric reference, not as a critical essay.
- Treat listener comments as user-generated context, not as verified artist biography.
- Send factual corrections through https://lyroverse.com/Corrections.