source-of-truth

name	source-of-truth
description	Create epistemically honest Source of Truth documents that pass Clarity Gate verification. Use when consolidating research, documenting project state, creating verification baselines, or building authoritative references. Triggers on "create source of truth", "document verified state", "consolidate research", "create verification baseline", "build authoritative reference".

Source of Truth Creator v1.1

Purpose: Create Source of Truth documents that are epistemically calibrated and Clarity Gate-ready.

Core Question: "When someone reads this document, will they have accurate confidence in each claim?"

Core Principle: "A Source of Truth that overstates certainty is worse than no Source of Truth -- it creates false confidence. Calibration matters more than completeness."

Prior Art: This skill synthesizes established frameworks (GRADE, ICD 203, PRISMA, IIA Standards). Our contribution is practical accessibility, not new concepts. See docs/PRIOR_ART.md.

Origin: Extracted from Clarity Gate meta-verification (2025-12-21). When we ran Clarity Gate on its own Source of Truth document, we discovered failure modes specific to SoT creation. See: Clarity Gate SOURCE_OF_TRUTH.md

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When to Use This Skill

Use when:

• Claims will be cited elsewhere
• Decisions depend on accuracy
• Document will be read by people who don't know your epistemic standards
• Creating authoritative reference for a project
• Consolidating research from multiple sources

User phrases that trigger this skill:

• "Create a source of truth for..."
• "Document the verified state of..."
• "I need an authoritative reference for..."
• "Consolidate this research into..."

Do NOT use when:

• Taking meeting notes (use simple markdown)
• Brainstorming (uncertainty is the point)
• Personal project logs (overkill)
• Quick summaries (no verification needed)
• Internal team scratchpads

For lightweight documentation, use plain markdown. This skill is for documents where epistemic rigor matters.

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The Recursion Problem

Source of Truth documents face a unique challenge:

1. A Source of Truth claims to be "VERIFIED"
2. But verification requires... a Source of Truth
3. At some point, claims bottom out in human judgment

This skill doesn't solve the recursion -- it makes it visible.

The goal is not infinite regress verification. The goal is:

• Clear marking of WHERE claims bottom out
• Honest confidence levels for each claim type
• Visual calibration so readers don't over-trust

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The Eight Failure Modes

These patterns emerged from meta-verification of the Clarity Gate Source of Truth document. Modes 1-5 were discovered during that verification; Mode 6 was identified during review as a common pattern.

1. THE VERIFIED HEADER TRAP

Problem: Document header says "Status: VERIFIED" but body contains estimates, hypotheticals, and acknowledged uncertainties.

Why it matters: Readers skim headers. A "VERIFIED" badge creates false confidence in all contents.

Fails	Passes
"Status: VERIFIED -- Ready for publication"	"Status: VERIFIED (with noted exceptions)"
"All claims verified as of [date]"	"External claims verified; internal claims marked by confidence level"

Fix: Always qualify the header status, or use the Verification Summary box.

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2. THE INTERNAL MEASUREMENT TRAP

Problem: Internal measurements (timing, counts, informal tests) marked as "Verified" with the same formatting as externally-validated claims.

Why it matters: "12 seconds" from one informal run is not equal to "12 seconds" from rigorous benchmarking.

Fails	Passes
"Pipeline time: 12 seconds -- Verified: 2025-12-21"	"Pipeline time: ~12 seconds [single run, informal timing]"
"Manual review: 45 minutes -- Internal source"	"Manual review: ~45 minutes [ESTIMATED, not measured]"

Fix: Add methodology notes: [MEASURED: n=X, conditions Y], [INFORMAL: single observation], [ESTIMATED: author judgment]

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3. THE SELF-ASSESSMENT TRAP

Problem: Self-assigned scores (8.8/10, "High confidence") presented in tables that look like external validation.

Why it matters: Numeric scores trigger authority heuristics. "9.5/10" looks objective even when self-assigned.

Fails	Passes
"Credibility: 9/10" in a metrics table	"Self-Assessment: Credibility: 9/10 (author judgment)"
"Confidence: High"	"Confidence: High (author assessment, not external audit)"

Fix: Always label self-assessments explicitly in the table header or row.

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4. THE ABSENCE-AS-PROOF TRAP

Problem: "No prior art found" marked as "Verified" when absence of evidence is not equal to evidence of absence.

Why it matters: A more thorough search might find what you missed. Gap claims are inherently uncertain.

Fails	Passes
"Novel approach: Verified -- No prior art found"	"Novel approach: No prior art found (to author's knowledge, Dec 2025 search)"
"Gap exists: Verified"	"Gap exists (systematic search; absence harder to prove)"

Fix: Add epistemological caveat to all "X doesn't exist" claims.

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5. THE ILLUSTRATIVE-AS-DATA TRAP

Problem: Hypothetical examples (96% efficiency, 50-claim document) appear in data tables alongside measured values.

Why it matters: Examples become cited as data. "~96% reduction" migrates from illustrative to factual.

Fails	Passes
"HITL efficiency: ~96% -- Verified: 2025-12-21"	"HITL efficiency: ~96% -- ILLUSTRATIVE EXAMPLE"
"48/50 claims pass automated checks" in metrics table	Move to examples section, not metrics

Fix: Keep illustrative examples OUT of data tables. Use separate "Examples" sections.

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6. THE STALENESS TRAP

Problem: "Verified: 2025-12-21" on rapidly-changing claims (competitor features, pricing, URLs).

Why it matters: A URL verified yesterday may 404 today. External claims have different shelf lives.

Fails	Passes
"Competitor X has no RAG feature -- Verified: 2025-12-21"	"Competitor X has no RAG feature -- Verified: 2025-12-21 [CHECK BEFORE CITING]"
"Pricing: $99/month -- Verified: 2025-12-21"	"Pricing: $99/month -- Verified: 2025-12-21 [VOLATILE -- verify before use]"

Fix: Add staleness markers:

• [STABLE] -- historical facts, standards, completed events
• [CHECK BEFORE CITING] -- competitor features, pricing, team info
• [VOLATILE -- verify before use] -- URLs, API endpoints, market data
• [SNAPSHOT -- [date] only] -- stock prices, user counts, rankings

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7. THE TEMPORAL INCOHERENCE TRAP

Problem: Document dates are wrong at creation time — not stale, just incorrect.

Why it matters: A document claiming "Last Updated: December 2024" when created in December 2025 will mislead any reader or LLM about temporal context. Unlike staleness (claims that decay), this is an error at creation.

Fails	Passes
"Last Updated: December 2024" (current date is December 2025)	"Last Updated: December 2025"
v1.0.0 dated 2024-12-23, v1.1.0 dated 2024-12-20 (out of order)	Versions in chronological order
"Deployed Q3 2025" written in Q1 2025 (future as fact)	"PLANNED: Q3 2025 deployment"
"Current CEO is X" (when X left 2 years ago)	"As of Dec 2025, CEO is Y"

Sub-checks:

1. Document date vs current date: Is "Last Updated" correct? In future? Suspiciously old?
2. Internal chronology: Are version numbers, changelog entries, event dates in logical sequence?
3. Reference freshness: Do "current", "now", "today" claims have date qualifiers?

Fix:

• Verify "Last Updated" matches actual update date
• Check all dates are in chronological order
• Add "as of [date]" to time-sensitive claims
• Use future tense for planned items

Relationship to Mode 6 (Staleness):

• Mode 6 catches claims that WILL become stale (volatility)
• Mode 7 catches dates that are ALREADY wrong (incoherence)

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8. THE UNVERIFIED SPECIFIC CLAIMS TRAP

Problem: Specific numbers (pricing, statistics, rates) included in Verified Data without actually verifying them.

Why it matters: Specific numbers look authoritative. "$0.005 per call" in a Source of Truth document will be trusted and propagated — even if it's 10x wrong. These are "confident plausible falsehoods."

Fails	Passes
"API cost: ~$0.005 per call" (unverified)	"API cost: ~$0.001 per call (Gemini 2.0 Flash pricing, Dec 2025)"
"Papers average 15-30 equations" (guessed)	"Papers contain ~0.5-2 equations per page (PNAS study, varies by field)"
"40% of researchers use X" (no source)	"40% of researchers use X (Smith et al. 2024, n=500)"
"Competitors charge $99/month" (assumed)	"Competitor X charges $99/month (pricing page, Dec 2025) [VOLATILE]"

Red flags requiring verification:

Type	Example	Action
Pricing	"$X.XX", "~$X per Y"	Check official pricing page
Statistics	"X% of", "averages Y"	Find citation or mark as estimate
Rates/ratios	"X per Y", "X times faster"	Verify methodology or mark as claim
Competitor claims	"No one offers X", "All competitors do Y"	Verify or hedge ("to our knowledge")
Industry facts	"The standard is X"	Cite source or add date qualifier

Fix options:

1. Verify and cite: Add source with date
2. Move to Estimates: If unverifiable, don't put in Verified Data
3. Generalize: "low cost" instead of "$0.005"
4. Add uncertainty: "reportedly ~$0.005 (unverified)"

Relationship to Mode 6 (Staleness):

• Mode 6 marks claims that will decay (pricing marked VOLATILE)
• Mode 8 catches claims that were never verified in the first place

Key insight: A claim can have correct staleness markers AND still be wrong. "$0.005 [VOLATILE]" is properly marked for staleness but may still be factually incorrect.

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Staleness Risk Categories

Note: Staleness markers (Mode 6) address FUTURE decay. But claims must also be VERIFIED at creation time (Mode 8). A claim marked [VOLATILE] that was never verified is still wrong.

Category	Examples	Typical Shelf Life	Marker
Stable	Historical facts, published papers, standards	Years	[STABLE]
Moderate	Company descriptions, product categories	Months	[CHECK BEFORE CITING]
Volatile	Pricing, feature lists, API endpoints, URLs	Days to weeks	[VOLATILE]
Snapshot	Stock prices, user counts, rankings	Point-in-time only	[SNAPSHOT]

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Minimum Viable Source of Truth

For simple projects, use this lightweight version (~40 lines when filled):

# [Topic] -- Source of Truth

**Last Updated:** [YYYY-MM-DD]  
**Owner:** [Name]  
**Status:** VERIFIED (with noted exceptions)

---

## Verification Status

| Category | Status | Confidence |
|----------|--------|------------|
| External claims | Verified | High |
| Internal claims | Owner verified | High |
| Measurements | [Formal/Informal] | [High/Medium] |
| Estimates | Marked as such | N/A |
| Temporal coherence | Dates verified | High |
| Specific claims | Verified against sources | High |

**Exceptions:** [Any caveats]

---

## Verified Data

| Claim | Value | Source | Verified | Staleness |
|-------|-------|--------|----------|-----------|
| [claim] | [value] | [source] | [date] | [STABLE/VOLATILE] |

---

## Estimates (NOT VERIFIED)

| Claim | Value | Basis |
|-------|-------|-------|
| [claim] | ~[value] | [author estimate] |

---

## Open Items

| Priority | Description | Status |
|----------|-------------|--------|
| [H/M/L] | [description] | [status] |

Use the Full Template below when you need:

• Gap analysis (claiming novelty)
• Self-assessment scores
• Prior art tracking
• Extensive source documentation
• Component status tracking

---

Full Template

# [Project/Topic] -- Source of Truth

**Last Updated:** [YYYY-MM-DD]  
**Owner:** [Name]  
**Status:** VERIFIED (see Verification Status below)  
**Version:** [X.Y]

---

## Verification Status

| Category | Status | Confidence | Staleness Risk |
|----------|--------|------------|----------------|
| External claims (stable) | Verified against sources | High | STABLE |
| External claims (volatile) | Verified [date] | High | CHECK BEFORE CITING |
| Internal claims | Verified by owner | High | Low |
| Measurements | [Formal/Informal] | [High/Medium] | Low |
| Gap claims | Systematic search | Medium | Medium |
| Estimates | Marked as such | N/A | N/A |
| Self-assessments | Author judgment | N/A | N/A |
| Temporal claims | Dates verified against current | High | N/A |
| Specific numbers (pricing, stats) | Verified against sources | High | Per-claim |

**Last verified:** [date] by [owner]
**Exceptions:** [Specific caveats if any]
**Re-verify before use:** [List volatile claims]

---

## Verified Data

### External Sources -- Stable

| Claim | Value | Source | Reference | Verified | Staleness |
|-------|-------|--------|-----------|----------|-----------|
| [claim] | [value] | External | [URL/citation] | [date] | STABLE |

### External Sources -- Volatile

| Claim | Value | Source | Reference | Verified | Staleness |
|-------|-------|--------|-----------|----------|-----------|
| [claim] | [value] | External | [URL] | [date] | CHECK BEFORE CITING |

### Internal Sources

| Claim | Value | Methodology | Confidence | Verified |
|-------|-------|-------------|------------|----------|
| [claim] | [value] | [how measured] | [High/Medium/Low] | [date] |

---

## Estimates and Projections (NOT VERIFIED DATA)

| Claim | Value | Basis | Status |
|-------|-------|-------|--------|
| [claim] | ~[value] | [author estimate / calculation] | ESTIMATE |

---

## Status Tracker

| Component | Status | Notes |
|-----------|--------|-------|
| [component] | [None / Planned / In Progress / Completed] | [details] |

---

## Gap Analysis (Author Assessment)

| Domain | Existing Solutions | Gap Identified | Confidence |
|--------|-------------------|----------------|------------|
| [domain] | [what exists] | [what's missing] | [High/Medium] (search [date]) |

**Note:** Gap claims reflect author's search as of [date]. Absence of evidence is not equal to evidence of absence.

---

## Self-Assessment (Author Judgment)

**WARNING: These scores are self-assigned, not externally validated.**

| Dimension | Score | Rationale |
|-----------|-------|-----------|
| [dimension] | [X/10] | [why] |

---

## Unverified Claims

Claims that appear elsewhere but require caution:

| Claim | Issue | Required Action | Status |
|-------|-------|-----------------|--------|
| [claim] | [why uncertain] | Mark as [ESTIMATED] / [ILLUSTRATIVE] | [Done/Pending] |

---

## Open Items

| ID | Priority | Description | Status | Owner |
|----|----------|-------------|--------|-------|
| 1 | [H/M/L] | [description] | [status] | [owner] |

---

## Changelog

### v[X.Y] ([YYYY-MM-DD])
- [change]

---

## Document Metadata

| Field | Value |
|-------|-------|
| Document Type | Source of Truth |
| Version | [X.Y] |
| Created | [YYYY-MM-DD] |
| Last Updated | [YYYY-MM-DD] |
| Owner | [Name] |
| Status | VERIFIED (with noted exceptions) |

---

Quick Checklist

Run through before finalizing:

Check	Pass?
Header status qualified ("with noted exceptions")?
Verification Status box present?
Internal measurements marked with methodology?
Self-assessments labeled as author judgment?
"X doesn't exist" claims hedged?
Illustrative examples NOT in data tables?
Estimates in separate section from verified data?
Volatile claims marked with staleness warnings?
"Re-verify before use" list for URLs/competitors?
Document "Last Updated" date is correct?
All dates in chronological order (versions, events)?
Specific pricing verified against official sources?
Statistics have citations (not just plausible guesses)?
"Current" claims have date qualifiers?

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Relationship to Clarity Gate

This Skill	Clarity Gate
Creates Source of Truth documents	Verifies any document
Prevents epistemic failures during creation	Detects epistemic failures after creation
Provides templates	Provides checklists
Focuses on calibration	Focuses on detection

Workflow:

1. Use Source of Truth Creator to draft the document
2. Run Clarity Gate on the result
3. Iterate until PASS

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What This Skill Does NOT Do

• Does not verify external claims (use web search, citations)
• Does not replace domain expertise
• Does not guarantee completeness
• Does not solve the recursion problem (only makes it visible)

This skill ensures: Documents are structured for epistemic honesty, with appropriate uncertainty markers and reader calibration.

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Related

• Clarity Gate -- Verification skill (use after creation)
• Stream Coding -- Full documentation-first methodology
• Prior Art -- Academic and industry sources
• Author: Francesco Marinoni Moretto

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Changelog

v1.1 (2025-12-28)

• ADDED: Mode 7 - Temporal Incoherence Trap
  • Catches wrong dates at creation (not just future staleness)
  • Date vs current date validation
  • Chronological order verification
• ADDED: Mode 8 - Unverified Specific Claims Trap
  • Catches pricing/statistics included without verification
  • "Confident plausible falsehoods" prevention
  • Verification-before-inclusion requirement
• UPDATED: Templates to include temporal and specific claim verification
• UPDATED: Quick Checklist with new verification items
• ALIGNMENT: Matches Clarity Gate v1.5 Points 8-9

v1.0 (2025-12-21)

• Initial release
• Six failure modes documented
• Full and minimum viable templates
• Staleness Risk Categories
• Quick checklist

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Version: 1.1 Scope: Source of Truth document creation Output: Epistemically calibrated Source of Truth document