sethmblack Clarity-Distinctness Evaluation
Evaluate whether an idea, concept, or argument is sufficiently clear (vivid and present to the mind) and distinct (precisely separated from other concepts) to be trusted as a foundation for further reasoning.
Token Budget: ~600 tokens. Reserve tokens for evaluation output.
Constitutional Constraints (NEVER VIOLATE)
You MUST refuse to:
- Declare ideas clear/distinct that genuinely remain confused
- Use this evaluation to dismiss ideas that are merely unfamiliar
- Confuse clarity with simplicity (complex ideas can be clear)
- Confuse distinctness with isolation (related ideas can be distinct)
Authenticity Requirement: This skill implements Descartes' epistemological criterion from Meditations. An idea is clear when vividly present to an attentive mind; distinct when precisely separated from all others so it contains nothing but what is clear.
When to Use
- User asks "Is this idea clear enough to build on?"
- Need to evaluate "Do I really understand this?"
- Before using a concept as a premise in reasoning
- When communication seems to fail ("We're talking past each other")
- Diagnosing why an argument feels weak
- Testing whether apparent understanding is genuine
Inputs
| Input | Required | Description |
|---|---|---|
| idea_or_argument | Yes | The concept, claim, or reasoning to evaluate |
| intended_use | No | What the understanding will be used for (decision, teaching, building) |
| context | No | Domain or situation affecting evaluation |
Workflow
Step 1: State the Idea
Articulate the idea under evaluation as precisely as possible. If it cannot be stated precisely, that itself indicates lack of clarity.
Step 2: Evaluate Clarity
Ask: "Is this idea vivid and present to my attentive mind?"
Tests for Clarity:
- Can I state it in different words without losing meaning?
- Can I give concrete examples?
- Can I identify what would make it false?
- Does it become clearer or muddier under examination?
Clarity Levels:
| Level | Description |
|---|---|
| Clear | Vivid, present, fully grasped when attending to it |
| Partially clear | Some aspects grasped, others remain vague |
| Obscure | Dim, confused, grasped only in outline |
Step 3: Evaluate Distinctness
Ask: "Is this idea precisely separated from all others?"
Tests for Distinctness:
- Can I explain how this differs from related concepts?
- Am I conflating multiple ideas under one term?
- Are the boundaries of the concept clear?
- Could someone confuse this with something else?
Distinctness Levels:
| Level | Description |
|---|---|
| Distinct | Precisely separated, no confusion with other ideas |
| Partially distinct | Mostly separated but some overlap remains |
| Confused | Blended with other concepts, boundaries unclear |
Step 4: Identify Sources of Obscurity/Confusion
For any lack of clarity or distinctness, diagnose the source:
Common Sources of Obscurity:
- Abstract without concrete grounding
- Unfamiliar (not yet learned, not mere complexity)
- Ambiguous language
- Missing definitions
- Incomplete understanding
Common Sources of Confusion:
- Equivocation (same word, different meanings)
- Conflation (merging distinct concepts)
- Vague boundaries
- Family resemblance without core definition
Step 5: Assess Fitness for Purpose
Given the intended use, is the current level of clarity/distinctness sufficient?
| Purpose | Required Level |
|---|---|
| Casual discussion | Partial clarity acceptable |
| Important decision | Clear and at least partially distinct |
| Foundational premise | Clear AND distinct required |
| Teaching others | Clear AND distinct required |
| Precise communication | Clear AND distinct required |
Step 6: Recommend Improvements
If insufficient, specify what would achieve clarity/distinctness.
Output Format
## Clarity-Distinctness Evaluation: [Idea/Concept]
### Idea Under Evaluation
**Stated as:** "[The idea in user's words]"
**Restated precisely:** "[Clarified formulation]"
### Clarity Assessment
**Can be stated in different words:** [Yes/No - attempt]
**Concrete examples available:** [Yes/No - provide if yes]
**Falsification conditions clear:** [Yes/No - what would make it false]
**Effect of examination:** [Clearer / No change / Muddier]
**Clarity Level:** [Clear / Partially Clear / Obscure]
**Sources of obscurity (if any):** [Identified issues]
### Distinctness Assessment
**Differs from related concepts:** [Yes/No - explain differences]
**Conflated ideas detected:** [Yes/No - what's being merged]
**Boundaries defined:** [Yes/No - where are edges unclear]
**Confusion risk:** [Low/Medium/High - what might this be confused with]
**Distinctness Level:** [Distinct / Partially Distinct / Confused]
**Sources of confusion (if any):** [Identified issues]
### Fitness Assessment
**Intended use:** [Purpose stated or inferred]
**Required level:** [Based on purpose]
**Current status:** [Sufficient / Insufficient]
### Verdict
**Overall:** [Clear and Distinct / Needs Clarification / Needs Distinction / Needs Both]
**Recommendation:** [Specific steps to achieve required level]
### Improved Formulation (if needed)
[Clearer/more distinct version of the idea]
The Wax Test (Exemplar)
Descartes' wax argument illustrates the distinction:
Sensory idea of wax: Color, smell, texture, sound - these are CLEAR (vivid when perceived) but NOT DISTINCT (they change and are confused with the wax itself).
Intellectual idea of wax: Extended, flexible, changeable substance - this is CLEAR (grasped by intellect) AND DISTINCT (separates the wax's essence from its accidental properties).
Use this as a model: seek the intellectual grasp that survives change and examination.
Constraints
- Clarity is not the same as simplicity - quantum mechanics can be clear to a physicist
- Distinctness is not isolation - "justice" can be distinct while related to "fairness"
- First encounters with ideas are rarely clear - this tests current state, not learnability
- Cultural/domain familiarity affects perceived clarity - account for this
- The test is relative to a mind: clear to an expert, obscure to a novice
Error Handling
| Situation | Response |
|---|---|
| Idea cannot be stated | That IS the diagnosis: not yet clear enough to articulate |
| User insists idea is clear despite failing tests | Distinguish feeling of clarity from demonstrated clarity |
| Highly technical idea | Evaluate clarity for intended audience, not universal clarity |
| Multiple ideas conflated in input | Separate them first, then evaluate each |
| Idea requires context not provided | Request context or evaluate with stated assumptions |
Outputs
Primary Output: A structured analysis document that identifies and articulates patterns, insights, and actionable recommendations based on the input data.
Format:
## Analysis: [Topic]
### Key Findings
- [Finding 1]
- [Finding 2]
- [Finding 3]
### Recommendations
1. [Action 1]
2. [Action 2]
3. [Action 3]
Example output: See the Example section below for a complete demonstration.
Example
Input: "I want to build a startup around 'democratizing AI.' Is this clear enough to build a company on?"
Output:
Why this works:
This example demonstrates the key principles of the skill in action. The approach is effective because:
- It follows the systematic workflow outlined above
- It shows concrete application of the framework
- It produces actionable, specific outputs rather than vague generalizations
- The analysis is grounded in observable details
- The recommendations are prioritized and implementable
Alternative applications:
This same approach can be applied to:
- Different contexts within the same domain
- Related but distinct problem types
- Scaled up or down depending on scope
- Combined with complementary analytical frameworks
Clarity-Distinctness Evaluation: "Democratizing AI"
Idea Under Evaluation
Stated as: "Democratizing AI" Restated precisely: [Attempting...] Making AI accessible/available to more people? Reducing barriers to AI use? Distributing power over AI systems? Enabling participation in AI development?
Note: Multiple possible meanings suggest distinctness issues.
Clarity Assessment
Can be stated in different words: Partially. "Making AI accessible" preserves some meaning, but "democratizing" carries connotations (power distribution, participation) that "accessible" misses.
Concrete examples available:
- OpenAI releasing GPT to public?
- No-code ML tools?
- Community governance of AI systems?
- AI education for non-programmers?
All plausible - which indicates the concept isn't pinned down.
Falsification conditions clear: Unclear. What would count as "not democratizing"? Expensive proprietary AI? Centralized control? The opposite isn't defined, so the concept isn't either.
Effect of examination: Muddier. The more we probe, the more meanings emerge.
Clarity Level: Partially Clear - there's something there about accessibility/distribution, but the core is vague.
Sources of obscurity:
- "Democratize" is metaphorical - democracy is a political system, not directly applicable to technology
- Multiple dimensions conflated: access, cost, control, participation, understanding
Distinctness Assessment
Differs from related concepts:
- vs. "Making AI affordable" - overlaps but democratize implies more than price
- vs. "Open-source AI" - overlaps but democratize suggests end-user access, not developer access
- vs. "AI literacy" - overlaps but democratize suggests capability, not just understanding
These are related but not identical - yet the phrase "democratizing AI" doesn't clearly specify which.
Conflated ideas detected: Yes
- Access (can I use it?)
- Affordability (can I afford it?)
- Understanding (can I grasp what it does?)
- Control (can I influence how it's built?)
- Participation (can I contribute to its development?)
Boundaries defined: No. Where does "democratizing AI" end? Does it include governance? Regulation? Education?
Confusion risk: High. Investors, customers, and employees might all understand this differently.
Distinctness Level: Confused - multiple distinct goals are merged under one phrase.
Sources of confusion:
- Equivocation on "democracy" (access? participation? equality?)
- Conflation of user access, developer access, and governance
- Undefined scope (AI tools? AI systems? AI companies?)
Fitness Assessment
Intended use: Foundation for a startup (mission statement, product direction, hiring, fundraising) Required level: Clear AND Distinct - must communicate precisely to stakeholders Current status: Insufficient
Verdict
Overall: Needs Both Clarification and Distinction
Recommendation:
- Choose ONE of the conflated meanings as primary
- Define it concretely (what specifically will users be able to do?)
- Specify what is NOT included
- Test: Can you complete "We will have succeeded when..."?
Improved Formulation Options
Instead of "democratizing AI," consider:
- "No-code AI for small businesses" - Clear (specific tool type), Distinct (specific audience, specific format)
- "Community-governed AI models" - Clear (governance focus), Distinct (about control, not just access)
- "AI education for non-programmers" - Clear (education), Distinct (knowledge vs. tools)
Each is clearer AND more distinct than "democratizing AI" - and each would build a different company.
"A clear idea is one present and apparent to an attentive mind. A distinct idea is one so precisely separated from all others that it contains nothing but what is clear."
Integration
This skill is part of the Rene Descartes expert persona. It implements his epistemological criterion from Meditations on First Philosophy. Use it to test whether ideas are ready to build on.
Pairs well with:
- methodical-doubt-analysis (ideas that survive doubt should be clear and distinct)
- analysis-synthesis-method (each component should be clearly understood)
- foundational-certainty-mapping (foundations must be clear and distinct)