Audit: QRS - HMB for Health & Longevity

Audit conducted on 27/07/2026 01:17 using AI4L / Opus 4.8

Iterations

Summary

Items Count
Total 91
Passed 85
Failed 0
N/A 6
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 (protocol, benefits, risks, monitoring, gates) traces to the ER.
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. 🟢 “long-term use is untested” / “Limited long-term safety data” mirror ER caution.
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”). 🟢 No strengthening or softening detected.
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. 🟢 Categories map faithfully to ER sections.
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 surfaced in the QRS.
1.6 The QRS does not introduce new attributions. 🟢 No attributions introduced.

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. 🟢 Tone matches ER.
2.2 The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging 🟢  
2.3 The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor 🟢  
2.4 The QRS avoids language that implies medical or clinical advice 🟢 Footer disclaimer present; content presents information.
2.5 The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” 🟢  
2.6 The QRS never addresses “the reader” directly — it presents evidence, not guidance 🟢 No second-person address found.
2.7 The QRS is written in plain language, avoiding unnecessary medical jargon 🟢  
2.8 Information is presented in a concise and very compact manner 🟢  
2.9 It DOES NOT address the reader directly 🟢 No “you”/”your” present.
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. 🟢  
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. 🟢  
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. 🟢  
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. 🟢  
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. 🟢 No “anti-aging” usage.
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. 🟢 Terminology consistent with the ER’s register.

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/labels intact.
3.2 All “” from the [qrs_template] are present in the the QRS. 🟢 Full set of template variables present.
3.3 Spans that are not addressed in a checklist item are left unchanged 🟢 Unused spans (e.g., time_3) left empty/hidden.

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” N/A No mapped ER section is empty in a way requiring empty-state phrasing; empty risk tier is handled per 13.5.
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. 🟢 Labels reflect ER bold labels / table biomarker names.
4.3 Labels are not paraphrased, abbreviated, or invented. 🟢  
4.4 The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. 🟢 No emoji indicators present.
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 single-page budget.

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. 🟢 Delimited by — (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: hmb_2026-0727-0004_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: 26.7.02
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: 2026-0727-0110
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”
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”
5.12 The filename of the document is stated as “qrs_filename: [filename of this document]” 🟢 qrs_filename: hmb_2026-0727-0004_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.

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 &) 🟢 “HMB 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 &) 🟢 “HMB for Health & Longevity”
6.3 [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] 🟢 07/27/2026
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. 🟢 Only the standard template subline present.

7. At-A-Glance Section

# Description Result Comments
7.1 [at_a_glance] is dense, execution-oriented summary of the ER Conclusion section 🟢 Condenses the Conclusion.
7.2 [at_a_glance] is no longer than 60 words 🟢 55 words.
7.3 Every fact in [at_a_glance] is supported by a distinct passage in the ER. 🟢  
7.4 It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead 🟢 Plain language (“protein building block”); HMB is the topic name.
7.5 It DOES NOT cite specific trials (names, years, sample sizes, p-values) 🟢 None cited.
7.6 It DOES NOT cite effect sizes, relative risks, or statistical results 🟢 None cited.

8. Contraindications

# Description Result Comments
8.1 The section is derived from the ER Key Interactions & Contraindications section 🟢  
8.2 [stop_items] represent the Contraindications from the ER 🟢 Pregnancy, breastfeeding, under-18, advanced CKD, advanced liver disease.
8.3 Individual [stop_items] are formatted as <li></li> 🟢  
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 trailing clauses.
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). 🟢 “(under 18)”, “(eGFR < 30)” preserved.
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. 🟢 eGFR threshold kept as-is; no bare ranking symbol carried through.
8.7 If no [stop_items] are present the section is left empty N/A Contraindications are present.

9. Key Interactions

# Description Result Comments
9.1 The section is derived from the ER Key Interactions & Contraindications section 🟢  
9.2 [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications 🟢 Corticosteroids, statins, antidiabetics.
9.3 Individual [caution_items] are formatted as <li></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 clauses.
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 in parens.
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. 🟢 Comma-separated example drug lists; no bare symbols.
9.7 If no [caution_items] are present the section is left empty N/A Key interactions are present.

10. Protocol

# Description Result Comments
10.1 The section is derived from the ER Protocol section 🟢  
10.2 The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section 🟢 Dose, split dosing, timing with meals.
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 are present.
10.4 All used [action_#label], [action#value], [action#_sub] items are filled with meaningful content derived from the ER Protocol section. 🟢 All three cells populated from the ER Protocol.

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 🟢 ER provides two distinct aspects; both surfaced.
11.2 The sets are picked and ordered by the magnitude of the related benefit 🟢 Muscle preservation (High) precedes damage/soreness (Medium).
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. 🟢 Only two aspects exist; time_3 empty and set to display:none.
11.4 All used [time_#label], [time#value], [time#_sub] items are filled with meaningful content derived from the ER. 🟢  
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 The ER provides time-to-effect information.

12. Benefits

# Description Result Comments
12.1 The section is derived from the ER Expected Benefits section 🟢  
12.2 Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] 🟢 All four populated per ER tiers.
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. 🟢 Concise; “⚠️ Conflicted” qualifiers dropped.
12.4 Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parenthetical content carried through.
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 Every benefit sub-section has items.

13. Risks

# Description Result Comments
13.1 The section is derived from the ER Potential Risks & Side Effects section 🟢  
13.2 Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] 🟢 Medium/Low/Speculative populated; High empty.
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. 🟢 Concise.
13.4 Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parenthetical content carried through.
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. 🟢 risks_high has no ER items and is set to display:none.

14. Monitoring

# Description Result Comments
14.1 The section is derived from the ER Monitoring section 🟢  
14.2 All measurable/quantifiable biomarkers from the Monitoring section are listed 🟢 All 8 markers from the ER table present.
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. 🟢 Cadence populated from the ER.

15. Qualitative Assessment

# Description Result Comments
15.1 The section is derived from the ER Monitoring section 🟢  
15.2 All subjective/qualitative biomarkers from the Monitoring section are listed 🟢 All four qualitative markers present.

Issues 27/07/2026 01:17

Pass rate 100.00%. No issues found.