s4h-epistemology-limits

s4h-epistemology-limits is a skill for Claude Code from human-avatar/skills-for-humanity. It costs 143 tokens per session (1,986 once invoked), scanned A, original, MIT.

A method for identifying what cannot be known about a question, why that limit exists, and what can still be established. It distinguishes missing evidence from limits that investigation cannot overcome.

In plain words
What is it for?
Use it when thorough investigation has not settled a question or when the answer depends on unavailable, destroyed, or counterfactual evidence. It helps define the boundaries of a defensible conclusion.
Why use it?
Treating an unanswered question as merely unsolved can waste effort, while assuming nothing can be known can stop useful investigation. This method separates those cases and narrows the question to its answerable part.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: names the AskUserQuestion tool.

Part of the skills-for-humanity plugin — 197 skills, 1 hook shipped together

Good fit Use it when thorough investigation has not settled a question or when the answer depends on unavailable, destroyed, or counterfactual evidence. It helps define the boundaries of a defensible conclusion.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/human-avatar/skills-for-humanity/s4h-epistemology-limits
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add human-avatar/skills-for-humanity --skill s4h-epistemology-limits
Clone the repo
git clone --depth 1 https://github.com/human-avatar/skills-for-humanity

Made for: Claude Code.

Or install skills-for-humanity, the plugin that ships this one along with the rest of its 197 skills, 1 hook.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for s4h-epistemology-limits

README.md
[![agentmods](https://agentmods.dev/badge/skills/human-avatar/skills-for-humanity/s4h-epistemology-limits/github.svg)](https://agentmods.dev/skills/human-avatar/skills-for-humanity/s4h-epistemology-limits)
Your own site
<a href="https://agentmods.dev/skills/human-avatar/skills-for-humanity/s4h-epistemology-limits"><img src="https://agentmods.dev/badge/skills/human-avatar/skills-for-humanity/s4h-epistemology-limits/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for s4h-epistemology-limits

Your own site · 80×15
<a href="https://agentmods.dev/skills/human-avatar/skills-for-humanity/s4h-epistemology-limits"><img src="https://agentmods.dev/badge/skills/human-avatar/skills-for-humanity/s4h-epistemology-limits.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 143 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,986 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00143 $0.01986
Opus 5 $0.00072 $0.00993
Sonnet 5 $0.00029 $0.00397
Haiku 4.5 $0.00014 $0.00199

Measured 9d ago against content hash 9c77316e921d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

s4h-epistemology-limits scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/s4h-epistemology-limits/SKILL.md · 140 lines

How it starts

The opening of the file, as written. The whole thing — 140 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Epistemology: Limits

Some questions resist investigation not because we haven't tried hard enough but because there is a structural limit on what can be established. Confusing "unknown yet" with "unknowable in principle" wastes resources and produces false hope. Confusing "unknowable in principle" with "unknowable at all" is equally wrong — it forecloses what can be established within the limit.

This skill classifies the type of limit, identifies what can still be established within it, and reframes the question into the answerable part. The goal is not to conclude "we can't know" — it's to be precise about what kind of knowing is and isn't available here.


Your Process

Step 1: State What You're Trying to Know Write the question as precisely as possible. Then check: has investigation been thorough, or has the question just not been pursued rigorously? If it's the latter, this skill isn't the right one — use investigation tools first.

This skill applies when investigation has been done and the question remains open, or when you can see in advance that investigation won't settle it.

Framing check: Confirm the specific question and its epistemic status before continuing. State what you've identified — the actual question being examined and whether investigation has already been attempted — in one sentence, then use AskUserQuestion:

  • Question: "I'm reading this as: [your one-sentence framing of the specific question and its investigation status]. Is that right?"
  • Header: "Framing"
  • Options:
    • Yes — proceed — framing is correct
    • Adjust — one element is off; user will correct it before you continue
    • Reframe — different situation than read; incorporate the correction before proceeding

Step 2: Classify the Type of Limit

Fundamental Limits

Structural features of the universe or cognition that make certain knowledge impossible regardless of effort or technology:

  • Gödelian limits: in any sufficiently complex formal system, there are true statements that cannot be proved within the system. Applies to formal domains; often misapplied metaphorically — be careful.
  • Underdetermination: multiple theories are equally consistent with all available evidence. No amount of additional evidence of the same type can distinguish between them. Example: "which of these two models explains our data?" when both are observationally equivalent.
  • Observer effects: the act of measurement changes the thing being measured. Strongest in quantum mechanics; appears in social science (observer effect on behavior), markets (prices change when observed), and management (metrics change what they measure).
  • Counterfactual unavailability: we can't know what would have happened in the counterfactual world — what would have happened if we hadn't acquired that company, if we had launched six months earlier. The counterfactual world didn't occur.

Read the full file on GitHub · 140 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 140 lines · 143 tokens per session scan A 9c77316e921d

Subscribe to this mod's changes

s4h-epistemology-limits is a skill published in the GitHub repository human-avatar/skills-for-humanity (223 stars, last pushed 1mo ago), licensed MIT. It adds 143 tokens to every session and 1,986 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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