Audit: QRS - Tantra for Health & Longevity
Audit conducted on 22/09/2026 19:52 using AI4L / Opus 5
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
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, monitoring and qualitative content traces to ER lines 145–219, 241–287, 305–333, 355–371, 404, 434–452. |
| 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. | 🟢 | “No established target; track direction against own 30-day baseline” (marker_4_target) carried verbatim from ER line 439. |
| 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”). | 🟢 | Absolute contraindication for psychedelics/MDMA kept absolute; all avoid-populations kept in the stop gate. |
| 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. | 🟢 | Gates draw only from ER Key Interactions & Contraindications; benefits/risks only from their own 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 PMIDs, citations, author names or NCT identifiers appear anywhere in the QRS. |
| 1.6 | The QRS does not introduce new attributions. | 🟢 | No 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. | 🟢 | Neutral, evidence-weighted register matching 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 | 🟢 | Monitoring targets are presented as ranges, not instructions. |
| 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 anywhere in the sheet. |
| 2.7 | The QRS is written in plain language, avoiding unnecessary medical jargon | 🟢 | Domain terms (kriya, yoga nidra) are the intervention’s own names, not avoidable jargon. |
| 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. | 🟢 | 12-week / 120-minute session protocol presented without hedging on 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. | 🟢 | Ejaculation-retention prostate trade-off and PSA marker surfaced, which matter specifically to 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. | 🟢 | “anti-aging” does not appear. |
| 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. | 🟢 |
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 headings, gate headings, tier labels and column headers match the template byte-for-byte. |
| 3.2 | All “…” from the [qrs_template] are present in the the QRS. | 🟢 | All 34 template variable spans present; marker_#/qualitative_item_# rows expanded as designed. |
| 3.3 | Spans that are not addressed in a checklist item are left unchanged | 🟢 | Structural diff against the template shows no change outside the content spans, metadata and title. |
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 source ER section drawn on by the QRS 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. | 🟢 | “Standard clinical dose”, “Minimum effective dose”, “Best time of day” taken verbatim from ER lines 355, 357, 361. |
| 4.3 | Labels are not paraphrased, abbreviated, or invented. | 🟢 | Monitoring row labels match the ER biomarker table verbatim. |
| 4.4 | The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. | 🟢 | No emoji characters in the file; the ER’s ⚠️ Conflicted markers were dropped. |
| 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. | 🟢 | Every section is condensed to headline-level items; no section carries ER prose or explanations. |
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. | 🟢 | Lines 2–14, immediately after the 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. | 🟢 | Opening “—” line 3, closing “—” line 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. | 🟢 | |
| 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: "00:04" is quoted, which the colon requires. |
| 5.5 | The filename of the source ER is stated as “er_filename: [er_filename]” | 🟢 | Line 4: er_filename: tantra_2026-0911-0009_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]” | 🟢 | Line 5: 26.9.22, matching the QRS.md version badge. |
| 5.7 | Creation date and time of the document is stated as “qrs_creation_date: [YYYY-MMDD-HHMM]” (e.g., 2026-0501-1430) | 🟢 | Line 6: 2026-0922-1937. |
| 5.8 | The nickname of the AI used to create the document is stated as “qrs_creator_ai_nickname: [qrs_creator_ai_nickname]” | 🟢 | Line 7: 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) | 🟢 | |
| 5.10 | The full name of the AI used to create the document is stated as “qrs_creator_ai_fullname: [qrs_creator_ai_fullname]” | 🟢 | Line 8: Opus 5. |
| 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]” | 🟢 | Line 9 matches the actual file name. |
| 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: “Tantra 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., & for &) |
🟢 | Line 417. |
| 6.3 | [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] | 🟢 | Line 421: 09/22/2026, from qrs_creation_date 2026-0922-1937. |
| 6.4 | [header_subline_model] is set to [qrs_creator_ai_fullname] | 🟢 | Line 425: Opus 5. |
| 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 block is identical to the template apart from the two variable spans. |
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 “Tantra is a family of practices — … — used for calm, sleep and wellbeing.” |
| 7.2 | [at_a_glance] is dense, execution-oriented summary of the ER Conclusion section |
🟢 | Mirrors ER lines 474–478. |
| 7.3 | [at_a_glance] is no longer than 70 words | 🟢 | 65 words. |
| 7.4 | Every fact in [at_a_glance] is supported by a distinct passage in the ER. | 🟢 | “genuine but modest”, “no study has ever tested tantra”, and the three harm classes all appear in the ER Conclusion. |
| 7.5 | It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead | 🟢 | No acronyms; “paced breathing”, “guided deep relaxation” used instead of technical names. |
| 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 |
🟢 | ER lines 305–333. |
| 8.2 | [stop_items] represent the Contraindications from the ER | 🟢 | All seven “Populations who should avoid Tantra” bullets plus the absolute psychedelics/MDMA contraindication. |
| 8.3 | Individual [stop_items] are formatted as <li></li> | 🟢 | Eight <li> elements, lines 569–576. |
| 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’s explanatory glosses (“advanced diabetic eye disease with fragile new vessels”) stripped; no dashes carry 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). | 🟢 | 180/110 mmHg, 21 mmHg, 12 months, 90 days, first trimester and six weeks postpartum all retained. |
| 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 | The ER uses no ranking notation inside parentheses; thresholds are written out as “above”. |
| 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 is populated, as the ER names avoid-populations. |
| 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 | The section is not empty. |
9. Key Interactions
| # | Description | Result | Comments |
|---|---|---|---|
| 9.1 | The section is derived from the ER Key Interactions & Contraindications section |
🟢 | ER lines 307–323. |
| 9.2 | [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications | 🟢 | All eight caution/monitor bullets present; the psychedelics/MDMA absolute contraindication correctly excluded here and placed in the stop gate. |
| 9.3 | Individual [caution_items] are formatted as <li></li> | 🟢 | Eight <li> elements, lines 584–591. |
| 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. | 🟢 | Em-dash glosses (“— blood-pressure medicines”, “— a common antidepressant class”) and all Mitigation text stripped. |
| 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). | 🟢 | Every named drug/supplement list retained (amlodipine…, diazepam…, sertraline…, melatonin…, beetroot nitrate…). |
| 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 | The ER uses no ranking notation inside parentheses in this section. |
| 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 is populated, as the ER names nine 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 | The section is not empty. |
10. Protocol
| # | Description | Result | Comments |
|---|---|---|---|
| 10.1 | The section is derived from the ER Protocol section |
🟢 | ER Therapeutic Protocol, lines 355–361. |
| 10.2 | The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section |
🟢 | Standard clinical dose, minimum effective dose, best time of day. |
| 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 | The ER provides ten protocol bullets; all three sets are used. |
| 10.4 | All used [action_#label], [action#value], [action#_sub] items are filled with meaningful content derived from the ER Protocol section. |
🟢 | All nine spans populated from ER lines 355, 357, 361. |
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 | 🟢 | Anxiety & cognition, sleep quality, cortisol & calm — the three clauses of ER line 404. |
| 11.2 | The sets are picked and ordered by the magnitude of the related benefit | 🟢 | Anxiety (High) and sleep (High) precede cortisol/perceived stress (Low). |
| 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 | The ER names three distinct time-to-effect aspects; all three sets are used. |
| 11.4 | All used [time_#label], [time#value], [time#_sub] items are filled with meaningful content derived from the ER. | 🟢 | 8–12 weeks, 2–6 weeks and single session all match ER line 404. |
| 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 |
🟢 | ER lines 145–219. |
| 12.2 | Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] | 🟢 | All four populated, tiers matching the ER’s own grading. |
| 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. | 🟢 | Each item reduced to the ER benefit heading; no Magnitude data carried over. |
| 12.4 | Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | No parentheses in any benefits item. |
| 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 benefit tiers contain items in the ER. |
13. Risks
| # | Description | Result | Comments |
|---|---|---|---|
| 13.1 | The section is derived from the ER Potential Risks & Side Effects section |
🟢 | ER lines 241–287. |
| 13.2 | Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] | 🟢 | All four populated, tiers matching the ER’s own grading. |
| 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. | 🟢 | Each item reduced to the ER risk heading; prevalence and hazard-ratio data omitted. |
| 13.4 | Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | No parentheses in any risks item. |
| 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 risk tiers contain items in the ER. |
14. Monitoring
| # | Description | Result | Comments |
|---|---|---|---|
| 14.1 | The section is derived from the ER Monitoring section |
🟢 | ER Monitoring Protocol & Defining Success, lines 434–443. |
| 14.2 | All measurable/quantifiable biomarkers from the Monitoring section are listed |
🟢 | All eight ER biomarker rows present, with Target and Why columns carried verbatim. |
| 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. |
🟢 | Line 757, condensed from ER line 432. |
15. Qualitative Assessment
| # | Description | Result | Comments |
|---|---|---|---|
| 15.1 | The section is derived from the ER Monitoring section |
🟢 | ER lines 447–452. |
| 15.2 | All subjective/qualitative biomarkers from the Monitoring section are listed |
🟢 | All six ER qualitative markers present as qualitative_item_1–6. |
Issues 22/09/2026 19:52
Pass rate 100.00%. No issues found.
Issues 22/09/2026 19:50
- 9.5 — Dose qualifier dropped from interaction: The ER bullet at line 319 names “high-dose omega-3” among the blood-pressure-lowering supplements; the QRS interaction item (line 590) lists plain “omega-3”, dropping the dose qualifier that determines whether the interaction applies, while keeping “high-dose caffeine” in the adjacent item.
Fixes 22/09/2026 19:50
- 9.5 — Dose qualifier restored for omega-3: The blood-pressure-lowering supplements interaction item now reads “high-dose omega-3” instead of “omega-3”, matching the ER bullet and the “high-dose caffeine” qualifier kept in the adjacent item.
Issues 22/09/2026 19:43
- 1.1 — Eight-week window over-extended:
action_2_sub(line 470) reads “Mantra meditation (Kirtan Kriya) or a yoga nidra recording, over eight weeks.”; the ER (line 357) attaches the eight-week duration to Kirtan Kriya only, not to the yoga nidra recording. - 4.5 — Content exceeds one A4 page: The combined height of the at-a-glance lede, the eight two-line contraindication items, ten benefit entries, eight monitoring rows and six qualitative bullets overruns the single-page budget; the Contraindications gate and the “Low” benefits tier are the largest overruns.
Fixes 22/09/2026 19:43
- 1.1 — Eight-week window scoped to Kirtan Kriya:
action_2_subchanged from “Mantra meditation (Kirtan Kriya) or a yoga nidra recording, over eight weeks.” to “Mantra meditation (Kirtan Kriya) over eight weeks, or a daily yoga nidra recording.”, matching the ER’s attribution of the eight-week duration. - 4.5 — At-a-glance lede tightened: Trimmed the lede from 67 to 65 words (“chanting with mental imagery” → “chanting with imagery”; dropped the trailing “and” clause), reducing the 16px block by one rendered line.
- 4.5 — Contraindications gate condensed: Shortened all eight items while keeping every threshold and window (180/110 mmHg, 12 months, first trimester / six weeks postpartum, 21 mmHg, 90 days) — e.g. “Personal or first-degree family history of a psychotic disorder, bipolar I disorder, or a dissociative disorder” → “…of psychotic, bipolar I or dissociative disorder”.
- 4.5 — Key Interactions gate condensed: Trimmed two entries to single-line length (“Over-the-counter sedating antihistamines” → “Sedating antihistamines”; “beetroot nitrate, garlic extract, hibiscus, high-dose omega-3” → “beetroot nitrate, garlic, hibiscus, omega-3”).
- 4.5 — Benefits and Risks entries tightened: Condensed the five-item “Low” benefits tier and the “Medium”, “Low” and “Speculative” risk tiers to bare noun phrases, saving roughly three rendered lines across both cards.
- 4.5 — Protocol and Time-to-effect subs shortened: Compressed
action_1_sub,action_3_sub,time_1_subandtime_3_subto single short clauses (e.g. “Anxiety and cognitive changes were measured at 8–12 weeks in the trials.” → “Measured at 8–12 weeks in the trials.”). - 4.5 — Monitoring cadence and Qualitative Assessment trimmed: Shortened the cadence line (“at four weeks, twelve weeks, then every six months” → “at four and twelve weeks, then six-monthly”) and three qualitative bullets, including dropping the practice-log tail from item 6.