Audit: QRS - Carnosine for Health & Longevity

Audit conducted on 28/06/2026 03:02 using AI4L / Opus 4.8

Iterations

Summary

Items Count
Total 91
Passed 87
Failed 0
N/A 4
Pass Rate 100.00%
  • Total = Passed + Failed + N/A
  • Pass Rate = Passed / (Passed + Failed) × 100
  • N/A items are excluded from the pass rate calculation

1. General Rules

# Description Result Comments
1.1 Every claim, magnitude, label, recommendation, and statement in the QRS is literally supported by content in the source ER. 🟢 All content traces to the ER (Conclusion, Expected Benefits, Risks, Protocol, Monitoring).
1.2 Where the ER uses cautious phrasing (“not formally studied”, “None documented in human trials to date”, “theoretical concern”, “data are limited”), the QRS uses the same phrasing. 🟢 “theoretical excessive blood glucose lowering” mirrors ER line 252; “Speculative” framing preserved.
1.3 The QRS never strengthens an ER claim (e.g., “not formally studied” → “not required”) or softens one (e.g., “do not use during pregnancy” → “use with caution during pregnancy”). 🟢 Caution-level claims preserved at caution level.
1.4 The QRS does not relabel an ER fact under a different decision category. A “Benefit-Modifying Factor” from ER section is not surfaced as a “Caution”; a “Risk-Modifying Factor” is not surfaced as a “Side Effect”; etc. 🟢 Key Interactions drawn from ER Key Interactions & Contraindications; risks from Risks section.
1.5 PubMed IDs, study citations, expert names, clinical trial identifiers (NCT*), and brand names appear in the QRS only if they appear in the source ER for the same fact. 🟢 No citations, NCT IDs, or brand names introduced in the QRS.
1.6 The QRS does not introduce new attributions. 🟢 No new attributions present.

2. Focus, Tone & Audience

# Description Result Comments
2.1 The QRS follows the tone of the ER, which is determined by the ER’s own language, phrasing, and framing. 🟢 Objective, data-driven tone matches ER.
2.2 The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging 🟢 Tone is consistent throughout.
2.3 The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor 🟢 Presents evidence, not directives.
2.4 The QRS avoids language that implies medical or clinical advice 🟢 No advice-giving language; footer carries disclaimer.
2.5 The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” 🟢 Information-presenting throughout.
2.6 The QRS never addresses “the reader” directly — it presents evidence, not guidance 🟢 No second-person address.
2.7 The QRS is written in plain language, avoiding unnecessary medical jargon 🟢 Plain language used; technical terms minimal and clear.
2.8 Information is presented in a concise and very compact manner 🟢 Compact card/cell format.
2.9 It DOES NOT address the reader directly 🟢 No direct address.
2.10 The target audience is health- and longevity-oriented adults who are risk-aware, proactive, and actively seeking to optimize health or apply the intervention under review. 🟢 Framing targets longevity-oriented adults.
2.11 The target audience is willing to employ lifestyle and behavioral changes as well as follow protocols that may be inconvenient, costly, or require effort. 🟢 Protocol/monitoring detail assumes a proactive audience.
2.12 The document is NOT written for the general population, who are unwilling to employ lifestyle and behavioral changes or follow protocols that may be inconvenient, costly, or require effort. 🟢 Not general-population framed.
2.13 Framing, takeaways, and risk/benefit weighting throughout the document reflect this audience, including where an intervention’s signal for the average person differs from its signal for this audience. 🟢 Weighting reflects the target audience.
2.14 The document’s own voice frames usage in longevity terms, not “anti-aging” (e.g., “anti-aging clinics”, “anti-aging community”, “anti-aging medicine”). Proper names that contain “anti-aging” (e.g., “American Academy of Anti-Aging Medicine”) are quoted verbatim. 🟢 Header/at-a-glance use “longevity”; “anti-aging” appears only in the benefit label condensed from the ER benefit heading.
2.15 The document’s own voice uses formal clinical and scientific terminology, not colloquial or consumer-grade language (e.g., “oral medication” not “pill(s)”; “injection” not “shot”; “adverse event” not “bad reaction”). Direct quotes from sources are exempt. 🟢 Plain-language terms in At-A-Glance are required by 7.4; clinical terms used elsewhere.

3. Template Integrity

# Description Result Comments
3.1 The following labels and headings on the QRS are fixed and not modified: Card and section headings: “Protocol”, “Time to effect”, “Benefits”, “Risk & Side Effects”, “Monitoring”, “Qualitative Assessment”; Gate headings: “Contraindications”, “Key Interactions”; Tier labels: “High”, “Medium”, “Low”, “Speculative”; Table column headers in Monitoring: “Marker”, “Target”, “Why” 🟢 All fixed headings and labels intact.
3.2 All “” from the [qrs_template] are present in the the QRS. 🟢 All expected data-qrs-var spans present.
3.3 Spans that are not addressed in a checklist item are left unchanged 🟢 Unaddressed spans unchanged.

4. Formatting

# Description Result Comments
4.1 When the source ER section is empty, the QRS uses the ER’s own empty-state phrasing verbatim. Typical phrasings are “None documented in human trials to date” and “Not formally studied” 🟢 Contraindications empty per ER (no absolute contraindication); handled by empty section.
4.2 Where the ER presents a bulleted item as “Label: content”, the QRS uses the ER’s bold label verbatim as the cell or row label. 🟢 Protocol/marker labels align with ER content.
4.3 Labels are not paraphrased, abbreviated, or invented. 🟢 Labels faithful to ER.
4.4 The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. 🟢 No emoji indicators in the QRS.
4.5 The QRS is designed to render on one A4 page. Any section that has more content in the ER than fits the per-section budget is condensed by the LLM, not extended onto a second page. 🟢 Content condensed to one page.

5. Metadata

# Description Result Comments
5.1 The metadata is placed inside a single HTML comment that is the first element after “<!doctype html>” and before any other comment, head, or body content. 🟢 Metadata comment is first element (lines 2-14).
5.2 Inside that HTML comment the YAML block is delimited by a line “—” opening and a line “—” closing. Text before the opening “—” is permitted but is not parsed as YAML. 🟢 YAML delimited by — at lines 3 and 13.
5.3 The metadata is not visible in any rendered view of the QRS and is not surfaced by any other element on the sheet. 🟢 Enclosed in HTML comment; not rendered.
5.4 All frontmatter values are trimmed: no leading or trailing whitespace, no surrounding quotes unless the value contains a colon, bracket, or leading special character that requires YAML quoting. 🟢 Values trimmed; duration quoted (contains colon).
5.5 The filename of the source ER is stated as “er_filename: [er_filename]” 🟢 er_filename: carnosine_2026-0628-0206_Opus_ER.md.
5.6 Version of the QRS.md file used to create the document is stated as “qrs_prompt_version: [Version of QRS.md]” 🟢 qrs_prompt_version: 26.5.18.
5.7 Creation date and time of the document is stated as “qrs_creation_date: [YYYY-MMDD-HHMM]” (e.g., 2026-0501-1430) 🟢 qrs_creation_date: 2026-0628-0206.
5.8 The nickname of the AI used to create the document is stated as “qrs_creator_ai_nickname: [qrs_creator_ai_nickname]” 🟢 qrs_creator_ai_nickname: Opus.
5.9 The nickname of the AI is just a single word model name without version, etc. (e.g., Opus, Sonnet, Grok, Gemini, ChatGPT) 🟢 “Opus” is a single word.
5.10 The full name of the AI used to create the document is stated as “qrs_creator_ai_fullname: [qrs_creator_ai_fullname]” 🟢 qrs_creator_ai_fullname: Opus 4.8.
5.11 The full name of the AI consists of the [qrs_creator_ai_nickname] and the model version number and no additional qualifier (e.g., Opus 4.6, Sonnet 3.2, Grok 4.5, Gemini 3.1, ChatGPT 5.4) 🟢 “Opus 4.8” — nickname plus version, no qualifier.
5.12 The filename of the document is stated as “qrs_filename: [filename of this document]” 🟢 qrs_filename: carnosine_2026-0628-0206_Opus_QRS.html.
5.13 All frontmatter values are trimmed: no leading or trailing whitespace, no surrounding quotes unless the value contains a colon, bracket, or leading special character that requires YAML quoting. 🟢 Values clean and consistent.

6. Page Title & Header

# Description Result Comments
6.1 [page_title] is set to the [canonical_topic] of the ER frontmatter followed by “ - Quick Reference Sheet” (e.g., “Intervention - Quick Reference Sheet”). The [canonical_topic] is HTML-entity-encoded as needed (e.g., &amp; for &) 🟢 “Carnosine for Health & Longevity - Quick Reference Sheet”.
6.2 [header_topic] is set to the [canonical_topic] of the ER frontmatter, with HTML entities encoded as needed (e.g., &amp; for &) 🟢 “Carnosine for Health & Longevity”.
6.3 [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] 🟢 “06/28/2026” from 2026-0628.
6.4 [header_subline_model] is set to [qrs_creator_ai_fullname] 🟢 “Opus 4.8”.
6.5 No additional header content appears: no badge, version stamp, AKA / alternate names line, source-AI attribution, audit date, or QRS variant marker. 🟢 Header contains only title and subline.

7. At-A-Glance Section

# Description Result Comments
7.1 [at_a_glance] is dense, execution-oriented summary of the ER Conclusion section 🟢 Condenses ER Conclusion (lines 430-432).
7.2 [at_a_glance] is no longer than 60 words 🟢 58 words.
7.3 Every fact in [at_a_glance] is supported by a distinct passage in the ER. 🟢 Each claim traces to the Conclusion.
7.4 It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead 🟢 “blood sugar”, “blood-fat”, “amino-acid pairing” — plain language.
7.5 It DOES NOT cite specific trials (names, years, sample sizes, p-values) 🟢 No trial citations.
7.6 It DOES NOT cite effect sizes, relative risks, or statistical results 🟢 No statistics cited.

8. Contraindications

# Description Result Comments
8.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 Derived from ER section (lines 283-297).
8.2 [stop_items] represent the Contraindications from the ER 🟢 ER states no absolute contraindication; stop_items empty.
8.3 Individual [stop_items] are formatted as <li></li> 🟢 No items present (correctly empty).
8.4 Items are as concise as possible. No trailing explanations, no elaborations, no mechanistic rationale, no attributions, no citations, no study details. No content after an em-dash, en-dash, or hyphen-dash (e.g., “— dose reduction required”, “— reduced efficacy”) — these trailing clauses are stripped. Just the key fact. 🟢 No items present.
8.5 Parenthetical qualifiers from the ER bullet — time windows, severity classes, threshold values, clinical staging — ARE preserved as part of the item, kept as concise as possible (shortened or trimmed where needed to fit the one-page budget, but never dropped entirely). 🟢 No items present.
8.6 When the ER uses ranking notation inside parens (e.g., “>” for severity ordering) that depends on an explanatory phrase to interpret, normalize the items to a plain comma-separated list rather than carrying through the bare symbol. 🟢 No items present.
8.7 If no [stop_items] are present the section is left empty 🟢 Section is empty as required.

9. Key Interactions

# Description Result Comments
9.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 Derived from ER section (lines 283-297).
9.2 [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications 🟢 Glucose-lowering drugs, antihypertensives, beta-alanine, additive supplements, caution populations.
9.3 Individual [caution_items] are formatted as <li></li> 🟢 Each item is an <li>.
9.4 Items are as concise as possible. No trailing explanations, no elaborations, no mechanistic rationale, no attributions, no citations, no study details. No content after an em-dash, en-dash, or hyphen-dash (e.g., “— dose reduction required”, “— reduced efficacy”) — these trailing clauses are stripped. Just the key fact. 🟢 No trailing explanatory clauses; items condensed.
9.5 Parenthetical qualifiers from the ER bullet — example drug lists, time windows, severity classes, threshold values, clinical staging — ARE preserved as part of the item, kept as concise as possible (shortened or trimmed where needed to fit the one-page budget, but never dropped entirely). 🟢 Example drug lists preserved (insulin, sulfonylureas, metformin; ACE inhibitors, ARBs; berberine, alpha-lipoic acid, benfotiamine).
9.6 When the ER uses ranking notation inside parens (e.g., “>” for severity ordering) that depends on an explanatory phrase to interpret, normalize the items to a plain comma-separated list rather than carrying through the bare symbol. 🟢 No ranking symbols carried through.
9.7 If no [caution_items] are present the section is left empty 🟢 Items present, so not applicable as empty; section populated correctly.

10. Protocol

# Description Result Comments
10.1 The section is derived from the ER Protocol section 🟢 Derived from ER Therapeutic Protocol and Sourcing (lines 315-361).
10.2 The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section 🟢 Standard Dose, Dosing Schedule, Form Selection.
10.3 If less that three distinct actionable implementation aspects are mentioned in the ER the unused sets are left empty and made invisible, not filled with placeholder text or empty-state phrasing. N/A Three actionable aspects present; condition not met.
10.4 All used [action_#label], [action#value], [action#_sub] items are filled with meaningful content derived from the ER Protocol section. 🟢 All three action sets filled meaningfully.

11. Time to Effect

# Description Result Comments
11.1 The three sets of [time] items cover the three most important time-to-effect aspects from the ER 🟢 Metabolic markers, cognitive benefits, acute effect (ER line 366).
11.2 The sets are picked and ordered by the magnitude of the related benefit 🟢 Glycemic (High) first, cognitive (Medium) second, acute none last.
11.3 If less that three distinct time-to-effect aspects are mentioned in the ER the unused sets are left empty and made invisible, not filled with placeholder text or empty-state phrasing. N/A Three time aspects present; condition not met.
11.4 All used [time_#label], [time#value], [time#_sub] items are filled with meaningful content derived from the ER. 🟢 All three time sets filled meaningfully.
11.5 If the ER does not provide any information on time to effect, the section is removed completely from the Protocol Panel N/A ER provides time-to-effect info (line 366); condition not met.

12. Benefits

# Description Result Comments
12.1 The section is derived from the ER Expected Benefits section 🟢 Derived from ER Expected Benefits (lines 158-212).
12.2 Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] 🟢 All four tier variables present.
12.3 Items are as concise as possible. No explanations, no elaborations, no effect sizes, no qualifiers, no attributions, no citations, no study details, no mechanistic explanations, etc. Just the key fact. 🟢 Tier items are bare benefit names.
12.4 Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parentheticals present.
12.5 If no items of a specific sub-section (high, medium, low, speculative) are present the respective is set to “display=none”, not filled with “None documented in human trials to date” or similar empty-state phrasing. N/A All four tiers populated; condition not met.

13. Risks

# Description Result Comments
13.1 The section is derived from the ER Potential Risks & Side Effects section 🟢 Derived from ER Risks section (lines 228-267).
13.2 Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] 🟢 All four tier variables present.
13.3 Items are as concise as possible. No explanations, no elaborations, no effect sizes, no qualifiers, no attributions, no citations, no study details, no mechanistic explanations, etc. Just the key fact. 🟢 Tier items are bare risk names.
13.4 Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parentheticals present.
13.5 If no items of a specific sub-section (high, medium, low, speculative) are present the respective is set to “display=none”, not filled with “None documented in human trials to date” or similar empty-state phrasing. 🟢 No High risk in ER; risks_high span set to display:none.

14. Monitoring

# Description Result Comments
14.1 The section is derived from the ER Monitoring section 🟢 Derived from ER Monitoring Protocol (lines 388-401).
14.2 All measurable/quantifiable biomarkers from the Monitoring section are listed 🟢 Fasting glucose, HbA1c, hs-CRP, fasting insulin, lipid panel — all five listed.
14.3 [monitoring_cadence] is populated with the monitoring cadence/frequency derived from the ER Monitoring section. It is not left with placeholder text or empty. 🟢 “Baseline, then at ~8–12 weeks, and thereafter every 6–12 months for long-term use”.

15. Qualitative Assessment

# Description Result Comments
15.1 The section is derived from the ER Monitoring section 🟢 Derived from ER qualitative markers (lines 402-410).
15.2 All subjective/qualitative biomarkers from the Monitoring section are listed 🟢 All four qualitative markers listed.

Issues 28/06/2026 03:02

Pass rate 100.00%. No issues found.

Issues 28/06/2026 02:57

  1. 1.1 / 2.14 — “anti-aging” in own voice: The at_a_glance (line 433) states “its anti-aging reputation rests mainly on cell and animal studies,” whereas the ER Conclusion (line 430) uses “its reputation as a longevity agent”; the document’s own voice must frame in longevity terms and faithfully reflect the ER.
  2. 9.4 — Mechanistic clause in interaction: caution_items “Beta-alanine (compounds paresthesia)” (line 547) carries a mechanistic rationale parenthetical that should be stripped, leaving just “Beta-alanine”.
  3. 13.4 — Parenthetical not stripped in risk: risks_medium “Paresthesia (tingling) from precursor beta-alanine” (line 562) preserves the parenthetical “(tingling)”, which 13.4 requires be stripped.

Fixes 28/06/2026 02:57

  1. 1.1 / 2.14 — “anti-aging” to “longevity”: Changed at_a_glance from “its anti-aging reputation rests mainly on cell and animal studies” to “its longevity reputation…”, aligning the own-voice framing with the ER Conclusion (“longevity agent”).
  2. 9.4 — Stripped mechanistic clause: Changed caution_item from “Beta-alanine (compounds paresthesia)” to “Beta-alanine”, removing the mechanistic parenthetical.
  3. 13.4 — Stripped parenthetical in risk: Changed risks_medium from “Paresthesia (tingling) from precursor beta-alanine” to “Paresthesia from precursor beta-alanine”.