Audit: QRS - Black Pepper for Health & Longevity

Audit conducted on 23/09/2026 12:03 using AI4L / Opus 5.5

Iterations

Summary

Items	Count
Total	94
Passed	84
Failed	0
N/A	10
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

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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 protocol, time-to-effect, benefit, risk, gate and monitoring content traces to ER sections (Therapeutic Protocol, Practical Considerations, Expected Benefits, Potential Risks, Key Interactions & Contraindications, 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.	🟢	Cautious ER verdicts carried verbatim (e.g., ‘low concern’, ‘none expected’, ‘minimal concern’, ‘Measured at 12 weeks’, ‘real but compound-dependent’).
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”).	🟢	Scope qualifiers kept (e.g., ‘concentrated piperine supplements only’, ‘culinary amounts not restricted’); no verdict strengthened or softened.
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.	🟢	Contraindications come from the ER ‘Populations who should avoid’ list; interactions from the ER interaction bullets; tiers match ER tiers.
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 PMIDs, citations, expert names, NCT IDs or brand names appear 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.	🟢	Measured, evidence-led tone mirrors the 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	🟢
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	🟢
2.7	The QRS is written in plain language, avoiding unnecessary medical jargon	🟢	Remaining technical terms (CYP3A4, P-gp, Child-Pugh, HLA-B*35:01) are ER labels or decision qualifiers that must be preserved.
2.8	Information is presented in a concise and very compact manner	🟢
2.9	It DOES NOT address the reader directly	🟢
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.	🟢	Lede distinguishes seasoning amounts from concentrated extracts.
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’ wording.
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)”; “oral” / “administered orally” not “taken by mouth” / “given by mouth”; “injection” not “shot”; “adverse event” not “bad reaction”). This holds on EVERY surface, including the QRS lede — the stricter plain-language bar (see 2.7) does not license lay phrasing for route of administration. Direct quotes from sources are exempt.	🟢	No consumer-grade route or form terms (e.g., ‘pill’, ‘by mouth’).

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, gate headings, tier labels and column headers unchanged (lines 440, 477, 519, 539, 553, 582, 601, 605-607, 720).
3.2	All “…” from the [qrs_template] are present in the the QRS.	🟢	All template spans present; marker_# and qualitative_item_# expanded to 9 and 5 instances.
3.3	Spans that are not addressed in a checklist item are left unchanged	🟢	website spans, footer and fixed markup identical to template.

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 relevant ER section is empty.
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 labels (‘Culinary use’, ‘Stand-alone piperine extract’, ‘Olfactory protocol’) and interaction labels match ER bold labels (glosses trimmed only).
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; ER tier and conflict emojis removed.
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.	🟢	Each section condensed to terse items; residual length is driven by content other items require to be kept (9.2, 9.5, 14.2).

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 at line 2, directly after doctype.
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.	🟢
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.	🟢
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.	🟢	Only duration is quoted (contains a colon).
5.5	The filename of the source ER is stated as “er_filename: [er_filename]”	🟢
5.6	Version of the QRS.md file used to create the document is stated as “qrs_prompt_version: [Version of QRS.md]”	🟢	26.9.22 matches QRS.md.
5.7	Creation date and time of the document is stated as “qrs_creation_date: [YYYY-MMDD-HHMM]” (e.g., 2026-0501-1430)	🟢	2026-0923-1150
5.8	The nickname of the AI used to create the document is stated as “qrs_creator_ai_nickname: [qrs_creator_ai_nickname]”	🟢
5.9	The nickname of the AI is just a single word model name without version, etc. (e.g., Opus, Sonnet, Grok, Gemini, ChatGPT)	🟢
5.10	The full name of the AI used to create the document is stated as “qrs_creator_ai_fullname: [qrs_creator_ai_fullname]”	🟢
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)	🟢
5.12	The filename of the document is stated as “qrs_filename: [filename of this document]”	🟢
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.	🟢

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., & for &)	🟢	Line 22.
6.2	[header_topic] is set to the [canonical_topic] of the ER frontmatter, with HTML entities encoded as needed (e.g., & for &)	🟢	Line 417.
6.3	[header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY]	🟢	09/23/2026 (line 421).
6.4	[header_subline_model] is set to [qrs_creator_ai_fullname]	🟢	Opus 5.5 (line 425).
6.5	No additional header content appears: no badge, version stamp, AKA / alternate names line, source-AI attribution, audit date, or QRS variant marker.	🟢

7. At-A-Glance Section

#	Description	Result	Comments
7.1	[at_a_glance] opens by saying what the intervention is — its kind (e.g., dietary supplement, prescription medication, peptide, plant, procedure, practice) — and what it is used for, in plain language, before any verdict on the evidence	🟢	Opens with ‘Black pepper is a nearly universal spice; its main compound, piperine, is sold as a supplement to boost absorption…’.
7.2	[at_a_glance] is dense, execution-oriented summary of the ER Conclusion section	🟢	Condenses the Conclusion’s swallowing, fatty-liver, drug-interaction and seasoning-vs-extract points.
7.3	[at_a_glance] is no longer than 70 words	🟢	70 words (script count).
7.4	Every fact in [at_a_glance] is supported by a distinct passage in the ER.	🟢	Each fact maps to Motivation or Conclusion passages.
7.5	It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead	🟢
7.6	It DOES NOT cite specific trials (names, years, sample sizes, p-values)	🟢
7.7	It DOES NOT cite effect sizes, relative risks, or statistical results	🟢

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	🟢	All 7 ER populations listed (lines 542-548).
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.	🟢	ER en-dash scope clauses converted to parenthetical qualifiers; no trailing explanations remain.
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).	🟢	Child-Pugh B/C, Los Angeles grade C/D, neutrophil threshold and drug lists 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.	N/A	No ranking notation in ER contraindications.
8.7	The section is left empty ONLY IF the ER’s Key Interactions & Contraindications section identifies no population, condition, or scenario for which the intervention should be avoided, deferred, or used only under specialist supervision.	🟢	Section populated; ER names populations to avoid.
8.8	If the section is left empty, an HTML comment inside the [stop_items] span records the ER basis for the absence, naming or quoting the ER text relied on. E.g.	N/A	Section is not empty.

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	🟢	All 17 ER interaction bullets represented (lines 556-572).
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.	🟢
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 for every class.
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.	N/A	No ranking notation in ER interactions.
9.7	The section is left empty ONLY IF the ER’s Key Interactions & Contraindications section identifies no interaction, additive effect, or exposure that changes how the intervention is used.	🟢	Section populated; ER names interactions.
9.8	If the section is left empty, an HTML comment inside the [caution_items] span records the ER basis for the absence, naming or quoting the ER text relied on. E.g.	N/A	Section is not empty.

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	🟢	Culinary use, stand-alone extract and olfactory protocol cover the base form, the metabolic-trial dose and the High-tier benefit.
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	ER provides more than three actionable aspects.
10.4	All used [action_#label], [action#value], [action#_sub] items are filled with meaningful content derived from the ER Protocol section.	🟢

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	🟢	Swallowing reflex, metabolic changes and absorption enhancement from ER Practical Considerations.
11.2	The sets are picked and ordered by the magnitude of the related benefit	🟢	Ordered High (swallowing), Medium (metabolic), Low (absorption).
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	ER provides at least three time-to-effect aspects.
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	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]	🟢
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.	🟢	Items use ER benefit headings only.
12.4	Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved.	🟢	No parentheticals.
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 have ER 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]	🟢
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.	🟢	Items use ER risk headings only.
13.4	Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved.	🟢	No parentheticals.
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.	N/A	All four tiers have ER items.

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 9 ER table biomarkers 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.	🟢	Cadence mirrors the ER monitoring paragraph (line 714).

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 5 ER qualitative markers listed verbatim.

Issues 23/09/2026 12:03

Pass rate 100.00%. No issues found.

Issues 23/09/2026 11:58

1. 1.1 — Cadence drops liver-testing scope: The Monitoring cadence (QRS line 714) reads “liver enzymes at 4–8 weeks, then every 3–6 months” but omits the ER’s scope “while turmeric–piperine use continues” (ER line 416), so the ongoing schedule is not literally supported as stated.

Fixes 23/09/2026 11:58

1. 1.1 — Restored liver-testing scope: Changed the Monitoring cadence from “liver enzymes at 4–8 weeks, then every 3–6 months” to “… every 3–6 months while turmeric–piperine use continues”, matching ER line 416.

Issues 23/09/2026 11:56

1. 1.2 / 1.3 — Lede drops ER qualifiers: The at-a-glance (QRS line 433) omits the ER Conclusion’s cautious “in small trials from one research group” for the swallowing finding and states “a single trial found improved liver, blood-fat and blood-sugar markers” without the ER’s “in fatty liver disease” population and piperine as the agent, broadening both claims.

Fixes 23/09/2026 11:56

1. 1.2 / 1.3 — Lede qualifiers restored: Changed the at-a-glance from “Inhaling pepper oil sharpened … and a single trial found improved liver, blood-fat and blood-sugar markers” to “In small trials, inhaling pepper oil sharpened …; in one fatty-liver trial, piperine improved liver, blood-fat and blood-sugar markers” (70 words).

Issues 23/09/2026 11:51

1. 9.2 — Acetaminophen interaction omitted: The ER over-the-counter item “Acetaminophen: None expected” (ER line 326) is missing from [caution_items] (QRS lines 555-572), while the parallel low/minimal-concern items (Fexofenadine, Resveratrol and coenzyme Q10) are included.
2. 10.2 — Olfactory protocol missing: The ER “Olfactory protocol” (ER line 368), the only protocol behind the High-tier swallowing benefit and referenced by time_1, is absent; action_3 instead shows “Curcumin pairing” (QRS lines 464-474), which supports only a Low-tier, conflicted benefit.

Fixes 23/09/2026 11:51

1. 9.2 — Acetaminophen interaction added: Added “Acetaminophen: none expected” to [caution_items] after the Fexofenadine item, matching the ER over-the-counter entry.
2. 10.2 — Olfactory protocol added: Replaced action_3 “Curcumin pairing” with the ER “Olfactory protocol” (value “One-minute inhalation of black pepper oil before meals”, sub “For older adults with swallowing difficulty”).