knuths-optimization-principle

knuths-optimization-principle is a skill for Claude Code, Codex from The-Artificer-of-Ciphers-LLC/skills-from-the-artificer. It costs 113 tokens per session (887 once invoked), scanned A, original, MIT.

A software advice rule saying that code should be measured before it is optimized for speed.

In plain words
What is it for?
Use it when deciding whether to optimize code, choose a more complex data structure, or investigate a suspected bottleneck.
Why use it?
It reduces unnecessary complexity caused by fixing performance problems that may not exist or may be somewhere else.

Skill for Claude CodeCodex

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

Good fit Use it when deciding whether to optimize code, choose a more complex data structure, or investigate a suspected bottleneck.

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Install with agentmods
npx agentmods add skills/the-artificer-of-ciphers-llc/skills-from-the-artificer/knuths-optimization-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 knuths-optimization-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.

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README.md
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Per session 113 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 887 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 $0.00113 $0.00887
Opus 5 $0.00056 $0.00443
Sonnet 5 $0.00023 $0.00177
Haiku 4.5 $0.00011 $0.00089

Measured 12d ago against content hash 196aff8f2dd4, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

knuths-optimization-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.

knuths-optimization-principle/SKILL.md · 66 lines

How it starts

The opening of the file, as written. The whole thing — 66 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Knuth's Optimization Principle

"Premature optimization is the root of all evil." — Donald Knuth, 1974 (often attributed; the full quote is more nuanced)

The core idea

Optimizing code before you know it's a bottleneck is one of the most common and costly mistakes in software development. It makes code harder to read, harder to change, and harder to debug — all in service of a performance problem that may not exist, or that may not be in the place you're optimizing.

The full Knuth quote

The complete passage is important and often missed:

"We should forget about small efficiencies, say about 97% of the time: premature optimization is the root of all evil. Yet we should not pass up our opportunities in that critical 3%."

The principle is not "never optimize." It's:

  • Don't optimize before you've measured.
  • Don't optimize the 97% that doesn't matter.
  • Do optimize the 3% that actually is the bottleneck — carefully and deliberately.

Why premature optimization is harmful

It optimizes the wrong things. Human intuition about where code is slow is notoriously unreliable. Profilers routinely reveal that the bottleneck is somewhere nobody expected. Optimizing your hunch is usually wasted effort.

It adds complexity without benefit. Optimization techniques — caching, pooling, bitwise tricks, manual memory management, loop unrolling — make code harder to read, maintain, and debug. If there's no performance problem to justify them, you've paid the cost for nothing.

It constrains future design. Premature optimization often locks in architectural decisions that are hard to reverse. You've optimized yourself into a corner before understanding the real constraints.

It's a distraction. Time spent on premature optimization is time not spent on correctness, features, or the actual bottlenecks.

The right process

1. Write correct, clear code first. Make it work. Make it obvious. Make it readable. Don't sacrifice clarity for hypothetical performance.

Read the full file on GitHub · 66 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 · 66 lines · 113 tokens per session scan A 196aff8f2dd4

Subscribe to this mod's changes

knuths-optimization-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 113 tokens to every session and 887 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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