combine-human-speed-with-ai-scale

combine-human-speed-with-ai-scale is a skill for Claude Code from alivirgo/Major-AI-Skills. It costs 26 tokens per session (971 once invoked), scanned A, original, MIT.

A work method that divides tasks between people and AI: the AI handles large-scale drafting and synthesis, while a person sets direction, applies judgment, and checks the result.

In plain words
What is it for?
Use it to organise AI-assisted research, document drafting, summarisation, and other work that needs human review.
Why use it?
It avoids relying on AI for decisions it may get wrong, while still using it to process and draft large amounts of material.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: mentions Codex.

Part of the major-ai-skills plugin — 147 skills, 8 plugins shipped together

Good fit Use it to organise AI-assisted research, document drafting, summarisation, and other work that needs human review.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/alivirgo/major-ai-skills/combine-human-speed-with-ai-scale
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 alivirgo/Major-AI-Skills --skill combine-human-speed-with-ai-scale
Clone the repo
git clone --depth 1 https://github.com/alivirgo/Major-AI-Skills

Made for: Claude Code.

Or install major-ai-skills, the plugin that ships this one along with the rest of its 147 skills, 8 plugins.

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 combine-human-speed-with-ai-scale

README.md
[![agentmods](https://agentmods.dev/badge/skills/alivirgo/major-ai-skills/combine-human-speed-with-ai-scale/github.svg)](https://agentmods.dev/skills/alivirgo/major-ai-skills/combine-human-speed-with-ai-scale)
Your own site
<a href="https://agentmods.dev/skills/alivirgo/major-ai-skills/combine-human-speed-with-ai-scale"><img src="https://agentmods.dev/badge/skills/alivirgo/major-ai-skills/combine-human-speed-with-ai-scale/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.

agentmods 80×15 button for combine-human-speed-with-ai-scale

Your own site · 80×15
<a href="https://agentmods.dev/skills/alivirgo/major-ai-skills/combine-human-speed-with-ai-scale"><img src="https://agentmods.dev/badge/skills/alivirgo/major-ai-skills/combine-human-speed-with-ai-scale.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 26 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 971 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 $0.00026 $0.00971
Opus 5 $0.00013 $0.00485
Sonnet 5 $0.00005 $0.00194
Haiku 4.5 $0.00003 $0.00097

Measured yesterday against content hash 8ae74adea0d4, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

combine-human-speed-with-ai-scale 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 yesterday.

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/combine-human-speed-with-ai-scale/SKILL.md · 97 lines

How it starts

The opening of the file, as written. The whole thing — 97 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Combine Human Judgment with AI Scale (The Centaur Workflow) (AI Skill)

Overview

Treating AI as a fully autonomous replacement for human thinking leads to generic outputs and undetected errors. Conversely, refusing to use AI out of skepticism leaves massive productivity gains on the table.

The Centaur Workflow Model pairs human strategic direction, domain taste, and editorial judgment with AI's unmatched scale, speed, and pattern synthesis.


The Centaur Division of Labor

┌─────────────────────────────────────────────────────────────┐
│                 The Centaur Division of Labor               │
│                                                             │
│  HUMAN RESPONSIBILITY (20% Input, 80% Leverage):            │
│  • Strategic intent & goal definition                       │
│  • Domain taste, humor, & empathetic tone                   │
│  • High-stakes trade-off decisions                          │
│  • Final truth & safety verification                        │
│                                                             │
│  AI ENGINE (80% Raw Execution at Scale):                    │
│  • Synthesizing 50-page PDFs into structured tables        │
│  • Scaffolding boilerplate code & unit test suites          │
│  • Generating 10 variations of a layout or headline         │
│  • Format conversions (JSON $\leftrightarrow$ CSV $\leftrightarrow$ Markdown)│
└─────────────────────────────────────────────────────────────┘

The 4-Stage Centaur Production Loop

┌───────────────────────────────────────────────────────────────────────────┐
│ 1. SEED (Human)     ──► Define the insight, angle, and hard constraints   │
│ 2. DRAFT (AI)       ──► Scaffold the comprehensive structure & code       │
│ 3. STEER (Human)    ──► Spot-fix awkward cadence, verify logic & edge cases│
│ 4. SHIP (Combined)  ──► High-speed delivery with 100% human quality control│
└───────────────────────────────────────────────────────────────────────────┘

Read the full file on GitHub · 97 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. yesterday Changed · -12 tokens per session 8ae74adea0d4
  2. 7d ago First seen · 97 lines · 38 tokens per session scan A a5ba6a31bded

Subscribe to this mod's changes

combine-human-speed-with-ai-scale is a skill published in the GitHub repository alivirgo/Major-AI-Skills (1 stars, last pushed today), licensed MIT. It adds 26 tokens to every session and 971 once invoked, about $0.0001 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 2026-09-05.

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