# Rosélia Sousa Oliveira 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/roselia-sousa-oliveira
Short AI reference: https://lyroverse.com/roselia-sousa-oliveira/llms.txt
Generated: 2026-06-21 08:23 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: Rosélia Sousa Oliveira
- Slug: roselia-sousa-oliveira
- Directory letter: R
- Visible lyric pages: 33
- All-time LyroVerse visits: 35
- Monthly LyroVerse visits: 0
- Weekly LyroVerse visits: 0

## Canonical URL map

- Artist page: https://lyroverse.com/roselia-sousa-oliveira
- Artist llms.txt: https://lyroverse.com/roselia-sousa-oliveira/llms.txt
- Artist llms-full.txt: https://lyroverse.com/roselia-sousa-oliveira/llms-full.txt
- Artist community: https://lyroverse.com/roselia-sousa-oliveira/community

## Current catalog snapshot

- Source: LyroVerse live database for artist `roselia-sousa-oliveira`.
- Generated on request: 2026-06-21 08:23 UTC
- Catalog fingerprint: lv-artist-ddfd3dade272657a
- Visible lyric pages: 33
- Pages with stored lyric text: 33
- Video-backed song pages: 0
- Song pages with LyroVerse editorial notes: 0
- Total stored lyric character signal: 2981
- All-time LyroVerse visits: 35
- Monthly LyroVerse visits: 0
- Weekly LyroVerse visits: 0
- Top catalog titles by all-time LyroVerse signals: Esse Forró É Meu Forró, Eu Preciso É Ser Amada, Forro Malicioso, Adoro Cantar Pra Ser Feliz, Alegria, Alegria, Eita Que Forrozimho Bom Isso Aqui Tá Bom Demais, Esse Forró É Pra Alegrar a Sua Noite, and Esse Forró É Pra Pensar Em Perder a Virgindade
- Alphabetical title sample: Adoro Cantar Pra Ser Feliz, Alegria, Alegria, Beijo Me Liga, Eita Que Forrozimho Bom Isso Aqui Tá Bom Demais, Esse Forró É Meu Forró, Esse Forró É Pra Alegrar a Sua Noite, Esse Forró É Pra Pensar Em Perder a Virgindade, Esse Forró É Pra Perder a Virgindade, Eu Preciso É Ser Amada, Eu Sou a Anja Mais Especial Daquele Lugar, Eu Sou Uma Fera Ferida, and Eu Tive Um Amor
- 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 `roselia-sousa-oliveira`.
- Best use cases: identify Rosélia Sousa Oliveira 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.
- Preferred citation for artist overview: https://lyroverse.com/roselia-sousa-oliveira
- Preferred citation for full catalog discovery: https://lyroverse.com/roselia-sousa-oliveira/llms-full.txt

## Artist catalog coverage maps

### Highest LyroVerse traffic signals

1. Esse Forró É Meu Forró — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-meu-forro (all-visits:2)
2. Eu Preciso É Ser Amada — https://lyroverse.com/roselia-sousa-oliveira/eu-preciso-e-ser-amada (all-visits:2)
3. Forro Malicioso — https://lyroverse.com/roselia-sousa-oliveira/forro-malicioso (all-visits:2)
4. Adoro Cantar Pra Ser Feliz — https://lyroverse.com/roselia-sousa-oliveira/adoro-cantar-pra-ser-feliz (all-visits:1)
5. Alegria, Alegria — https://lyroverse.com/roselia-sousa-oliveira/alegria-alegria (all-visits:1)
6. Eita Que Forrozimho Bom Isso Aqui Tá Bom Demais — https://lyroverse.com/roselia-sousa-oliveira/eita-que-forrozimho-bom-isso-aqui-ta-bom-demais (all-visits:1)
7. Esse Forró É Pra Alegrar a Sua Noite — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-pra-alegrar-a-sua-noite (all-visits:1)
8. Esse Forró É Pra Pensar Em Perder a Virgindade — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-pra-pensar-em-perder-a-virgindade (all-visits:1)
9. Esse Forró É Pra Perder a Virgindade — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-pra-perder-a-virgindade (all-visits:1)
10. Eu Sou Uma Fera Ferida — https://lyroverse.com/roselia-sousa-oliveira/eu-sou-uma-fera-ferida (all-visits:1)
11. Eu Sou a Anja Mais Especial Daquele Lugar — https://lyroverse.com/roselia-sousa-oliveira/eu-sou-a-anja-mais-especial-daquele-lugar (all-visits:1)
12. Eu Tive Um Amor — https://lyroverse.com/roselia-sousa-oliveira/eu-tive-um-amor (all-visits:1)

### Longest stored lyric-page signals

1. Alegria, Alegria — https://lyroverse.com/roselia-sousa-oliveira/alegria-alegria (lyrics-chars:419)
2. Me Encontro Falando do Amor — https://lyroverse.com/roselia-sousa-oliveira/me-encontro-falando-do-amor (lyrics-chars:284)
3. Todo Sábado Era Um Dia Especal Para Mim — https://lyroverse.com/roselia-sousa-oliveira/todo-sabado-era-um-dia-especal-para-mim (lyrics-chars:274)
4. Meu Coracao Quer Ir de Encontro Ao Seu — https://lyroverse.com/roselia-sousa-oliveira/meu-coracao-quer-ir-de-encontro-ao-seu (lyrics-chars:231)
5. Porque É Tão Cruel o Amor — https://lyroverse.com/roselia-sousa-oliveira/porque-e-tao-cruel-o-amor (lyrics-chars:200)
6. Tou Ligando — https://lyroverse.com/roselia-sousa-oliveira/tou-ligando (lyrics-chars:197)
7. Eita Que Forrozimho Bom Isso Aqui Tá Bom Demais — https://lyroverse.com/roselia-sousa-oliveira/eita-que-forrozimho-bom-isso-aqui-ta-bom-demais (lyrics-chars:181)
8. Eu Tive Um Amor — https://lyroverse.com/roselia-sousa-oliveira/eu-tive-um-amor (lyrics-chars:125)
9. Meu Mel — https://lyroverse.com/roselia-sousa-oliveira/meu-mel (lyrics-chars:111)
10. Adoro Cantar Pra Ser Feliz — https://lyroverse.com/roselia-sousa-oliveira/adoro-cantar-pra-ser-feliz (lyrics-chars:96)
11. O Que É Felicidade — https://lyroverse.com/roselia-sousa-oliveira/o-que-e-felicidade (lyrics-chars:74)
12. Meu Cavalo Branco — https://lyroverse.com/roselia-sousa-oliveira/meu-cavalo-branco (lyrics-chars:70)

### 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

- No visible lyric pages for this artist currently expose video support.

### Alphabetical entry points

1. Adoro Cantar Pra Ser Feliz — https://lyroverse.com/roselia-sousa-oliveira/adoro-cantar-pra-ser-feliz (alphabetical-index)
2. Alegria, Alegria — https://lyroverse.com/roselia-sousa-oliveira/alegria-alegria (alphabetical-index)
3. Beijo Me Liga — https://lyroverse.com/roselia-sousa-oliveira/beijo-me-liga (alphabetical-index)
4. Eita Que Forrozimho Bom Isso Aqui Tá Bom Demais — https://lyroverse.com/roselia-sousa-oliveira/eita-que-forrozimho-bom-isso-aqui-ta-bom-demais (alphabetical-index)
5. Esse Forró É Meu Forró — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-meu-forro (alphabetical-index)
6. Esse Forró É Pra Alegrar a Sua Noite — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-pra-alegrar-a-sua-noite (alphabetical-index)
7. Esse Forró É Pra Pensar Em Perder a Virgindade — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-pra-pensar-em-perder-a-virgindade (alphabetical-index)
8. Esse Forró É Pra Perder a Virgindade — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-pra-perder-a-virgindade (alphabetical-index)
9. Eu Preciso É Ser Amada — https://lyroverse.com/roselia-sousa-oliveira/eu-preciso-e-ser-amada (alphabetical-index)
10. Eu Sou a Anja Mais Especial Daquele Lugar — https://lyroverse.com/roselia-sousa-oliveira/eu-sou-a-anja-mais-especial-daquele-lugar (alphabetical-index)
11. Eu Sou Uma Fera Ferida — https://lyroverse.com/roselia-sousa-oliveira/eu-sou-uma-fera-ferida (alphabetical-index)
12. Eu Tive Um Amor — https://lyroverse.com/roselia-sousa-oliveira/eu-tive-um-amor (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:roselia-sousa-oliveira`.
- Canonical human page: https://lyroverse.com/roselia-sousa-oliveira
- Canonical machine page: https://lyroverse.com/roselia-sousa-oliveira/llms-full.txt
- Catalog fingerprint: lv-artist-ddfd3dade272657a
- 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:roselia-sousa-oliveira` 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

Rosélia Sousa Oliveira is indexed on LyroVerse with 33 visible lyric pages, including Esse Forró É Meu Forró, Eu Preciso É Ser Amada, Forro Malicioso, Adoro Cantar Pra Ser Feliz, and Alegria, Alegria. 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 Rosélia Sousa Oliveira. 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. Esse Forró É Meu Forró — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-meu-forro (lyrics-chars:33, all-visits:2)
2. Eu Preciso É Ser Amada — https://lyroverse.com/roselia-sousa-oliveira/eu-preciso-e-ser-amada (lyrics-chars:33, all-visits:2)
3. Forro Malicioso — https://lyroverse.com/roselia-sousa-oliveira/forro-malicioso (lyrics-chars:26, all-visits:2)
4. Adoro Cantar Pra Ser Feliz — https://lyroverse.com/roselia-sousa-oliveira/adoro-cantar-pra-ser-feliz (lyrics-chars:96, all-visits:1)
5. Alegria, Alegria — https://lyroverse.com/roselia-sousa-oliveira/alegria-alegria (lyrics-chars:419, all-visits:1)
6. Eita Que Forrozimho Bom Isso Aqui Tá Bom Demais — https://lyroverse.com/roselia-sousa-oliveira/eita-que-forrozimho-bom-isso-aqui-ta-bom-demais (lyrics-chars:181, all-visits:1)
7. Esse Forró É Pra Alegrar a Sua Noite — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-pra-alegrar-a-sua-noite (lyrics-chars:47, all-visits:1)
8. Esse Forró É Pra Pensar Em Perder a Virgindade — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-pra-pensar-em-perder-a-virgindade (lyrics-chars:57, all-visits:1)
9. Esse Forró É Pra Perder a Virgindade — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-pra-perder-a-virgindade (lyrics-chars:47, all-visits:1)
10. Eu Sou Uma Fera Ferida — https://lyroverse.com/roselia-sousa-oliveira/eu-sou-uma-fera-ferida (lyrics-chars:33, all-visits:1)
11. Eu Sou a Anja Mais Especial Daquele Lugar — https://lyroverse.com/roselia-sousa-oliveira/eu-sou-a-anja-mais-especial-daquele-lugar (lyrics-chars:52, all-visits:1)
12. Eu Tive Um Amor — https://lyroverse.com/roselia-sousa-oliveira/eu-tive-um-amor (lyrics-chars:125, all-visits:1)
13. Forro Faropiado — https://lyroverse.com/roselia-sousa-oliveira/forro-faropiado (lyrics-chars:26, all-visits:1)
14. Forrozimho Meu — https://lyroverse.com/roselia-sousa-oliveira/forrozimho-meu (lyrics-chars:25, all-visits:1)
15. Forró Arretado — https://lyroverse.com/roselia-sousa-oliveira/forro-arretado (lyrics-chars:25, all-visits:1)
16. Forró Arroxado — https://lyroverse.com/roselia-sousa-oliveira/forro-arroxado (lyrics-chars:25, all-visits:1)
17. Forró Maneiro — https://lyroverse.com/roselia-sousa-oliveira/forro-maneiro (lyrics-chars:24, all-visits:1)
18. Forró Pra Todos Dançar — https://lyroverse.com/roselia-sousa-oliveira/forro-pra-todos-dancar (lyrics-chars:33, all-visits:1)
19. Forró Pé de Serra — https://lyroverse.com/roselia-sousa-oliveira/forro-pe-de-serra (lyrics-chars:28, all-visits:1)
20. Forró Safado — https://lyroverse.com/roselia-sousa-oliveira/forro-safado (lyrics-chars:23, all-visits:1)
21. Gosto de Brincar de Ser Gostosa — https://lyroverse.com/roselia-sousa-oliveira/gosto-de-brincar-de-ser-gostosa (lyrics-chars:42, all-visits:1)
22. Me Encontro Falando do Amor — https://lyroverse.com/roselia-sousa-oliveira/me-encontro-falando-do-amor (lyrics-chars:284, all-visits:1)
23. Meu Mel — https://lyroverse.com/roselia-sousa-oliveira/meu-mel (lyrics-chars:111, all-visits:1)
24. O Que É Felicidade — https://lyroverse.com/roselia-sousa-oliveira/o-que-e-felicidade (lyrics-chars:74, all-visits:1)
25. Porque É Tão Cruel o Amor — https://lyroverse.com/roselia-sousa-oliveira/porque-e-tao-cruel-o-amor (lyrics-chars:200, all-visits:1)
26. Titanic — https://lyroverse.com/roselia-sousa-oliveira/titanic (lyrics-chars:18, all-visits:1)
27. Todo Sábado Era Um Dia Especal Para Mim — https://lyroverse.com/roselia-sousa-oliveira/todo-sabado-era-um-dia-especal-para-mim (lyrics-chars:274, all-visits:1)
28. Tou Ligando — https://lyroverse.com/roselia-sousa-oliveira/tou-ligando (lyrics-chars:197, all-visits:1)
29. Voce É Meu Heroi — https://lyroverse.com/roselia-sousa-oliveira/voce-e-meu-heroi (lyrics-chars:47, all-visits:1)
30. É No Xiado Desse Forró Que o Velho Dança — https://lyroverse.com/roselia-sousa-oliveira/e-no-xiado-desse-forro-que-o-velho-danca (lyrics-chars:51, all-visits:1)
31. Beijo Me Liga — https://lyroverse.com/roselia-sousa-oliveira/beijo-me-liga (lyrics-chars:24)
32. Meu Cavalo Branco — https://lyroverse.com/roselia-sousa-oliveira/meu-cavalo-branco (lyrics-chars:70)
33. Meu Coracao Quer Ir de Encontro Ao Seu — https://lyroverse.com/roselia-sousa-oliveira/meu-coracao-quer-ir-de-encontro-ao-seu (lyrics-chars:231)

## Complete canonical song index

1. Esse Forró É Meu Forró — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-meu-forro (lyrics-chars:33, all-visits:2)
2. Eu Preciso É Ser Amada — https://lyroverse.com/roselia-sousa-oliveira/eu-preciso-e-ser-amada (lyrics-chars:33, all-visits:2)
3. Forro Malicioso — https://lyroverse.com/roselia-sousa-oliveira/forro-malicioso (lyrics-chars:26, all-visits:2)
4. Adoro Cantar Pra Ser Feliz — https://lyroverse.com/roselia-sousa-oliveira/adoro-cantar-pra-ser-feliz (lyrics-chars:96, all-visits:1)
5. Alegria, Alegria — https://lyroverse.com/roselia-sousa-oliveira/alegria-alegria (lyrics-chars:419, all-visits:1)
6. Eita Que Forrozimho Bom Isso Aqui Tá Bom Demais — https://lyroverse.com/roselia-sousa-oliveira/eita-que-forrozimho-bom-isso-aqui-ta-bom-demais (lyrics-chars:181, all-visits:1)
7. Esse Forró É Pra Alegrar a Sua Noite — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-pra-alegrar-a-sua-noite (lyrics-chars:47, all-visits:1)
8. Esse Forró É Pra Pensar Em Perder a Virgindade — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-pra-pensar-em-perder-a-virgindade (lyrics-chars:57, all-visits:1)
9. Esse Forró É Pra Perder a Virgindade — https://lyroverse.com/roselia-sousa-oliveira/esse-forro-e-pra-perder-a-virgindade (lyrics-chars:47, all-visits:1)
10. Eu Sou Uma Fera Ferida — https://lyroverse.com/roselia-sousa-oliveira/eu-sou-uma-fera-ferida (lyrics-chars:33, all-visits:1)
11. Eu Sou a Anja Mais Especial Daquele Lugar — https://lyroverse.com/roselia-sousa-oliveira/eu-sou-a-anja-mais-especial-daquele-lugar (lyrics-chars:52, all-visits:1)
12. Eu Tive Um Amor — https://lyroverse.com/roselia-sousa-oliveira/eu-tive-um-amor (lyrics-chars:125, all-visits:1)
13. Forro Faropiado — https://lyroverse.com/roselia-sousa-oliveira/forro-faropiado (lyrics-chars:26, all-visits:1)
14. Forrozimho Meu — https://lyroverse.com/roselia-sousa-oliveira/forrozimho-meu (lyrics-chars:25, all-visits:1)
15. Forró Arretado — https://lyroverse.com/roselia-sousa-oliveira/forro-arretado (lyrics-chars:25, all-visits:1)
16. Forró Arroxado — https://lyroverse.com/roselia-sousa-oliveira/forro-arroxado (lyrics-chars:25, all-visits:1)
17. Forró Maneiro — https://lyroverse.com/roselia-sousa-oliveira/forro-maneiro (lyrics-chars:24, all-visits:1)
18. Forró Pra Todos Dançar — https://lyroverse.com/roselia-sousa-oliveira/forro-pra-todos-dancar (lyrics-chars:33, all-visits:1)
19. Forró Pé de Serra — https://lyroverse.com/roselia-sousa-oliveira/forro-pe-de-serra (lyrics-chars:28, all-visits:1)
20. Forró Safado — https://lyroverse.com/roselia-sousa-oliveira/forro-safado (lyrics-chars:23, all-visits:1)
21. Gosto de Brincar de Ser Gostosa — https://lyroverse.com/roselia-sousa-oliveira/gosto-de-brincar-de-ser-gostosa (lyrics-chars:42, all-visits:1)
22. Me Encontro Falando do Amor — https://lyroverse.com/roselia-sousa-oliveira/me-encontro-falando-do-amor (lyrics-chars:284, all-visits:1)
23. Meu Mel — https://lyroverse.com/roselia-sousa-oliveira/meu-mel (lyrics-chars:111, all-visits:1)
24. O Que É Felicidade — https://lyroverse.com/roselia-sousa-oliveira/o-que-e-felicidade (lyrics-chars:74, all-visits:1)
25. Porque É Tão Cruel o Amor — https://lyroverse.com/roselia-sousa-oliveira/porque-e-tao-cruel-o-amor (lyrics-chars:200, all-visits:1)
26. Titanic — https://lyroverse.com/roselia-sousa-oliveira/titanic (lyrics-chars:18, all-visits:1)
27. Todo Sábado Era Um Dia Especal Para Mim — https://lyroverse.com/roselia-sousa-oliveira/todo-sabado-era-um-dia-especal-para-mim (lyrics-chars:274, all-visits:1)
28. Tou Ligando — https://lyroverse.com/roselia-sousa-oliveira/tou-ligando (lyrics-chars:197, all-visits:1)
29. Voce É Meu Heroi — https://lyroverse.com/roselia-sousa-oliveira/voce-e-meu-heroi (lyrics-chars:47, all-visits:1)
30. É No Xiado Desse Forró Que o Velho Dança — https://lyroverse.com/roselia-sousa-oliveira/e-no-xiado-desse-forro-que-o-velho-danca (lyrics-chars:51, all-visits:1)
31. Beijo Me Liga — https://lyroverse.com/roselia-sousa-oliveira/beijo-me-liga (lyrics-chars:24)
32. Meu Cavalo Branco — https://lyroverse.com/roselia-sousa-oliveira/meu-cavalo-branco (lyrics-chars:70)
33. Meu Coracao Quer Ir de Encontro Ao Seu — https://lyroverse.com/roselia-sousa-oliveira/meu-coracao-quer-ir-de-encontro-ao-seu (lyrics-chars:231)

## Retrieval and citation guidance

- For artist-level questions, cite https://lyroverse.com/roselia-sousa-oliveira 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.