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.
npx skills add human-avatar/skills-for-humanity --skill s4h-epistemology-limitsgit clone --depth 1 https://github.com/human-avatar/skills-for-humanityWrote 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.
[](https://agentmods.dev/skills/human-avatar/skills-for-humanity/s4h-epistemology-limits)<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.
<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>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once 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 |
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.
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.
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.
- 9d ago First seen · 140 lines · 143 tokens per session scan A 9c77316e921d
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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