musk-step-4-accelerate-cycle-time

musk-step-4-accelerate-cycle-time is a skill for Claude Code from wezendy/elon-musk-algorithm-skills. It costs 149 tokens per session (1,101 once invoked), scanned A, original, MIT.

A skill for speeding up an existing operational process after its requirements have been questioned, unnecessary parts removed, and remaining work simplified. It is intended for brownfield work, meaning a process that already exists and runs.

In plain words
What is it for?
Use it to measure end-to-end and step-by-step cycle times, separate waiting from active work, and find delays in an established process. It does not apply to new work with no existing cycle.
Why use it?
It prevents teams from making a bloated process faster before deciding what should remain.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the elon-musk-algorithm-skills plugin — 6 skills shipped together

Good fit Use it to measure end-to-end and step-by-step cycle times, separate waiting from active work, and find delays in an established process. It does not apply to new work with no existing cycle.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/wezendy/elon-musk-algorithm-skills/musk-step-4-accelerate-cycle-time
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 wezendy/elon-musk-algorithm-skills --skill musk-step-4-accelerate-cycle-time
Clone the repo
git clone --depth 1 https://github.com/wezendy/elon-musk-algorithm-skills

Made for: Claude Code.

Or install elon-musk-algorithm-skills, the plugin that ships this one along with the rest of its 6 skills.

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 musk-step-4-accelerate-cycle-time

README.md
[![agentmods](https://agentmods.dev/badge/skills/wezendy/elon-musk-algorithm-skills/musk-step-4-accelerate-cycle-time/github.svg)](https://agentmods.dev/skills/wezendy/elon-musk-algorithm-skills/musk-step-4-accelerate-cycle-time)
Your own site
<a href="https://agentmods.dev/skills/wezendy/elon-musk-algorithm-skills/musk-step-4-accelerate-cycle-time"><img src="https://agentmods.dev/badge/skills/wezendy/elon-musk-algorithm-skills/musk-step-4-accelerate-cycle-time/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.

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Your own site · 80×15
<a href="https://agentmods.dev/skills/wezendy/elon-musk-algorithm-skills/musk-step-4-accelerate-cycle-time"><img src="https://agentmods.dev/badge/skills/wezendy/elon-musk-algorithm-skills/musk-step-4-accelerate-cycle-time.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 149 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,101 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 $0.00149 $0.01101
Opus 5 $0.00075 $0.00550
Sonnet 5 $0.00030 $0.00220
Haiku 4.5 $0.00015 $0.00110

Measured 12d ago against content hash f0388b81bd21, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

musk-step-4-accelerate-cycle-time 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.

skills/musk-step-4-accelerate-cycle-time/SKILL.md · 94 lines

How it starts

The opening of the file, as written. The whole thing — 94 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Step 4: Accelerate Cycle Time

Only after step 3. Never speed up a process that should be deleted.

Part of the [[musk-algorithm]]. Fourth in the strict order.

Gate

Before this step, verify in the conversation or diff:

  • [[musk-step-1-question-requirements]] has produced a list of named, surviving requirements.
  • [[musk-step-2-delete-parts]] has produced an explicit deletion list and predicted add-back.
  • [[musk-step-3-simplify-optimize]] has produced a complexity delta for the surviving parts.

If any is absent, stop. Run the missing step first.

Why this step exists

Acceleration on top of accidental complexity hard-codes the complexity into a faster substrate. Once you have invested in making a slow, bloated process fast, the bloat is now even harder to remove because removing it would invalidate the acceleration work.

Musk's order is deliberate: cut, simplify, then speed up what remains. Speeding up before cutting and simplifying is wasted work, and creates an emotional sunk cost that prevents future cuts.

Protocol

  1. Measure the current cycle. End-to-end time. Per-step time. Wait time vs. work time. Queue depth at each step.
  2. Identify the longest wait, the longest queue, the longest manual step. This is the bottleneck. Theory of constraints: any improvement that is not at the bottleneck is theater.
  3. Compress the bottleneck. Not the easy parts. Not the parts that are already fast.
  4. State the correctness risk. Acceleration almost always introduces shortcuts. Name them explicitly. Silent shortcuts become incidents.

Output format

Current cycle time:
  - End-to-end: [duration]
  - Per step:
    - Step 1 ([name]): [duration], [work vs. wait]
    - Step 2 ([name]): [duration], [work vs. wait]
    - ...
Bottleneck: [the longest single contributor]
Why this is the bottleneck: [evidence, not assumption]
Acceleration proposal: [specific change at the bottleneck]
Correctness risk introduced: [explicit shortcuts, race conditions, weakened guarantees]
Verification plan: [how you will confirm the acceleration did not break correctness]
Projected new cycle time: [estimate]

Read the full file on GitHub · 94 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 · 94 lines · 149 tokens per session scan A f0388b81bd21

Subscribe to this mod's changes

musk-step-4-accelerate-cycle-time is a skill published in the GitHub repository wezendy/elon-musk-algorithm-skills (9 stars, last pushed 3mo ago), licensed MIT. It adds 149 tokens to every session and 1,101 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 2026-08-31.