norvigs-law

norvigs-law is a skill for Claude Code, Codex from The-Artificer-of-Ciphers-LLC/skills-from-the-artificer. It costs 104 tokens per session (738 once invoked), scanned A, original, MIT.

A rule of thumb saying that a technology used by more than half of its possible audience cannot double its adoption again.

In plain words
What is it for?
Use it to assess market forecasts, claims about exponential growth, adoption percentages, and technology projections.
Why use it?
It helps expose impossible or misleading growth claims. Adoption usually slows as a technology approaches full use.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to assess market forecasts, claims about exponential growth, adoption percentages, and technology projections.

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Install with agentmods
npx agentmods add skills/the-artificer-of-ciphers-llc/skills-from-the-artificer/norvigs-law
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 The-Artificer-of-Ciphers-LLC/skills-from-the-artificer --skill norvigs-law
Clone the repo
git clone --depth 1 https://github.com/The-Artificer-of-Ciphers-LLC/skills-from-the-artificer

Made for: Claude Code, Codex.

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 norvigs-law

README.md
[![agentmods](https://agentmods.dev/badge/skills/the-artificer-of-ciphers-llc/skills-from-the-artificer/norvigs-law/github.svg)](https://agentmods.dev/skills/the-artificer-of-ciphers-llc/skills-from-the-artificer/norvigs-law)
Your own site
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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 norvigs-law

Your own site · 80×15
<a href="https://agentmods.dev/skills/the-artificer-of-ciphers-llc/skills-from-the-artificer/norvigs-law"><img src="https://agentmods.dev/badge/skills/the-artificer-of-ciphers-llc/skills-from-the-artificer/norvigs-law.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 104 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 738 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.
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 $0.00104 $0.00738
Opus 5 $0.00052 $0.00369
Sonnet 5 $0.00021 $0.00148
Haiku 4.5 $0.00010 $0.00074

Measured 12d ago against content hash 4eae82749093, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

norvigs-law 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 12d 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.

norvigs-law/SKILL.md · 60 lines

How it starts

The opening of the file, as written. The whole thing — 60 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Norvig's Law

"Any technology that surpasses 50% penetration will never double again." — Peter Norvig, 1999

The core idea

This is a deliberately simple, tongue-in-cheek observation about mathematics and the growth of technology. If a technology already reaches more than 50% of its target market, it cannot double again — because doubling would require more than 100% penetration, which is impossible.

More broadly: growth rates that sound impressive early in adoption become mathematically constrained as penetration increases. The "doubling" narrative that works at 1% doesn't work at 51%.

Why this matters

Evaluating growth claims: When someone says "smartphone adoption will double in the next 5 years," check the current penetration rate. If it's already at 60% of the relevant population, doubling is impossible. Claims like this reveal either innumeracy or deliberate misdirection.

Understanding S-curves: Technology adoption typically follows an S-curve:

  • Slow initial growth (early adopters)
  • Rapid growth through the middle (majority adoption)
  • Flattening as the market saturates

A lot of projections implicitly assume you're always in the middle "rapid growth" phase, even when you're clearly approaching saturation. Norvig's Law is a quick check: where are we on the S-curve?

Skepticism about market reports: Analyst reports and press releases frequently cite impressive percentage growth rates for technologies that are approaching saturation. If a technology is at 60% penetration and grows to 65%, that's a ~8% growth rate — but the absolute potential for further growth is limited.

Recognizing when "growth" means something different: When a saturated market shows "doubling," it usually means something changed about how the metric is being measured — a new geography, a new segment, a redefinition of the market. That's worth understanding before acting on the number.

The broader principle: numbers need context

Norvig's Law is really an exercise in critical numeracy:

  • Percentages need a denominator.
  • Growth rates need a baseline.
  • "Doubling" from a tiny base is very different from doubling from a large one.
  • Market size claims need a clear definition of the market.

Read the full file on GitHub · 60 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. 12d ago First seen · 60 lines · 104 tokens per session scan A 4eae82749093

Subscribe to this mod's changes

norvigs-law is a skill published in the GitHub repository The-Artificer-of-Ciphers-LLC/skills-from-the-artificer (4 stars, last pushed 10d ago), licensed MIT. It adds 104 tokens to every session and 738 once invoked, about $0.0005 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 2026-08-31.

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