Credible claims and safe authority
Skill ArthurZakirov/ProofStack/skills/credible-claims-and-safe-authority
Public-safe skills and schemas for turning private work evidence into career signal
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Use authority, numbers, and institutional credibility without exaggerating or creating legal, ethical, or reputational risk.
SKILL.md
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Credible Claims and Safe Authority Skill
Purpose
Use authority, numbers, and institutional credibility without exaggerating or creating legal, ethical, or reputational risk.
Claim Safety Ladder
From safest to riskiest:
- Direct factual claim
- "Built and deployed X."
- Quantified but bounded claim
- "Surfaced 770 addressable hours."
- Shared-outcome claim
- "Helped the team maintain velocity."
- Inference claim
- "This suggests a higher-leverage roadmap."
- Borrowed authority claim
- "Adapted from public guidance by X."
- Endorsement-like claim
- "X recommends this." Only use if explicitly true.
Use Careful Language For
Addressable Opportunity vs Guaranteed Savings
Say:
surfaced 770 addressable hours
Avoid:
saved 770 hours
unless the hours were actually saved.
Team Outcomes
Say:
helped maintain team velocity
Avoid:
single-handedly maintained team velocity
unless that is provably true.
Institutional Authority
Say:
at a World Economic Forum-recognized AI scale-up
Avoid:
World Economic Forum-backed
unless backed is accurate.
Inspired by Credible People
Say:
adapted from practices learned from a senior engineering lead
Avoid:
Google's official method
unless it is official.
Quote Usage
When using quotes:
- Keep excerpts short.
- Use brackets
[...]to omit irrelevant parts. - Preserve meaning.
- Attribute clearly.
- Do not make a quote sound broader than it is.
Checklist
- Is every number explainable?
- Could a former colleague agree the claim is fair?
- Is borrowed authority framed as origin/context, not endorsement?
- Are "helped," "solo-built," and "led" used precisely?
- Does the claim stay impressive without becoming misleading?