shirky-principle

shirky-principle is a skill for Claude Code, Codex from The-Artificer-of-Ciphers-LLC/skills-from-the-artificer. It costs 114 tokens per session (802 once invoked), scanned A, original, MIT.

A principle for examining why organizations, legacy systems, or tools may preserve the problem they were created to solve.

In plain words
What is it for?
Use it when analyzing persistent legacy software, incumbent vendors, complex compliance processes, or decisions that appear to prolong an existing problem.
Why use it?
It provides a way to identify structural incentives behind resistance to disruptive changes, without assuming deliberate bad intent.

Skill for Claude CodeCodex

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

Good fit Use it when analyzing persistent legacy software, incumbent vendors, complex compliance processes, or decisions that appear to prolong an existing problem.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/the-artificer-of-ciphers-llc/skills-from-the-artificer/shirky-principle
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 shirky-principle
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 shirky-principle

README.md
[![agentmods](https://agentmods.dev/badge/skills/the-artificer-of-ciphers-llc/skills-from-the-artificer/shirky-principle/github.svg)](https://agentmods.dev/skills/the-artificer-of-ciphers-llc/skills-from-the-artificer/shirky-principle)
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 shirky-principle

Your own site · 80×15
<a href="https://agentmods.dev/skills/the-artificer-of-ciphers-llc/skills-from-the-artificer/shirky-principle"><img src="https://agentmods.dev/badge/skills/the-artificer-of-ciphers-llc/skills-from-the-artificer/shirky-principle.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 114 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 802 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 $0.00114 $0.00802
Opus 5 $0.00057 $0.00401
Sonnet 5 $0.00023 $0.00160
Haiku 4.5 $0.00011 $0.00080

Measured 12d ago against content hash 4c68334b8c3d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

shirky-principle 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.

shirky-principle/SKILL.md · 62 lines

How it starts

The opening of the file, as written. The whole thing — 62 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Shirky Principle

"Institutions will try to preserve the problem to which they are the solution." — Clay Shirky, 2010

The core idea

Organizations — companies, government agencies, industry groups, software tools — are built to solve a problem. Over time, their continued existence depends on the problem continuing to exist. This creates a perverse incentive: the institution has structural reasons to resist, undermine, or slow the permanent resolution of the very problem it was founded to address.

This isn't always conscious or malicious. It's often structural: the people in an institution have careers, salaries, and identities tied to the institution's continued relevance.

Examples in software and tech

Legacy vendors: A company selling expensive middleware solutions has every incentive to argue that cloud-native alternatives "aren't mature enough," "lack enterprise features," or "present security risks" — even as those alternatives become clearly superior. Killing the problem kills the business.

Security compliance organizations: A compliance framework that provides checklists and certifications has incentives to ensure compliance remains complex and requires annual renewal. Simple, automatically verified security would undermine the certification industry.

Internal tools teams: An internal developer tools team whose purpose was to manage a painful deployment process has subtle incentives to resist adopting off-the-shelf solutions that would eliminate the pain entirely — because eliminating the pain eliminates the team's reason to exist.

Monitoring and ops tools: Tools built around the chaos of microservices have incentives for systems to remain complex and opaque.

Why this happens

Organizational identity. People define themselves by their role. An expert in "legacy system integration" resists eliminating legacy systems.

Budget and headcount. A team's budget is often proportional to the size of the problem they manage. Solved problems get smaller budgets.

Read the full file on GitHub · 62 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 · 62 lines · 114 tokens per session scan A 4c68334b8c3d

Subscribe to this mod's changes

shirky-principle 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 114 tokens to every session and 802 once invoked, about $0.0006 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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