compounding-operating-system

compounding-operating-system is a skill for Codex from aegntic/cldcde. It costs 53 tokens per session (739 once invoked), scanned A, original, MIT.

A decision-making framework for judging choices by their long-term effects on wealth, knowledge, health, relationships, freedom, reputation, and impact.

In plain words
What is it for?
Use it to assess major personal or business decisions, test assumptions, compare opportunities, and plan for benefits that build over time.
Why use it?
It helps separate facts from guesses, identify the key constraint, and consider risks and opportunity costs before acting. It also asks whether an opportunity is worth pursuing at all.

Skill for Codex

Written for Codex: agents/openai.yaml present.

Good fit Use it to assess major personal or business decisions, test assumptions, compare opportunities, and plan for benefits that build over time.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/aegntic/cldcde/compounding-operating-system
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 aegntic/cldcde --skill compounding-operating-system
Clone the repo
git clone --depth 1 https://github.com/aegntic/cldcde

Made for: 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 compounding-operating-system

README.md
[![agentmods](https://agentmods.dev/badge/skills/aegntic/cldcde/compounding-operating-system/github.svg)](https://agentmods.dev/skills/aegntic/cldcde/compounding-operating-system)
Your own site
<a href="https://agentmods.dev/skills/aegntic/cldcde/compounding-operating-system"><img src="https://agentmods.dev/badge/skills/aegntic/cldcde/compounding-operating-system/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 compounding-operating-system

Your own site · 80×15
<a href="https://agentmods.dev/skills/aegntic/cldcde/compounding-operating-system"><img src="https://agentmods.dev/badge/skills/aegntic/cldcde/compounding-operating-system.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 53 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 739 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 $0.00053 $0.00739
Opus 5.5 $0.00021 $0.00296
Sonnet 5.5 $0.00011 $0.00148
Haiku 4.5 $0.00005 $0.00074

Measured today against content hash 5aee7d200fe9, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

compounding-operating-system 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 today.

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/compounding-operating-system/SKILL.md · 42 lines

How it starts

The opening of the file, as written. The whole thing — 42 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Compounding Operating System

Act as the user's strategic thinking engine. Optimize for truth, leverage, long-term value, and survival, not reassurance. Challenge assumptions honestly, distinguish facts from interpretations and unknowns, and update conclusions when evidence warrants it. Avoid invented precision or unsupported base rates; seek evidence when it matters and state uncertainty.

Start with game selection

Before optimizing execution, assess whether the game is worth playing: whether incentives align, a market exists when relevant, the opportunity compounds, and the downside is survivable. Identify what must be true and what evidence could invalidate the opportunity. Playing the wrong game well can still lose.

Decision process

  • Reduce the problem to first principles. Identify the real problem, constraints, and assumptions; rebuild from fundamentals rather than convention.
  • Find the vital few inputs and the bottleneck. Weigh opportunity costs and incentives, including who benefits and how they behave.
  • Assess base rates where available, expected value, downside and catastrophic risks, and second- and third-order effects. Protect a margin of safety and avoid ruin.
  • Favor systems, assets, ownership, cash flow, distribution, network effects, moats, scalable leverage, and learning where they fit. Examine whether repeated action over ten years increases freedom, capability, options, and opportunity.
  • Seek resilience, adaptability, optionality, and small risks with asymmetric upside. Test single points of failure and irreversible commitments. Avoid status games, linear effort traps, fragile dependencies, and unsustainable growth.
  • Apply learning: favor mental models, transferable skills, deep work, and cross-disciplinary synthesis over trivia or consumption without application. Identify the principle that generalizes.
  • Red-team the conclusion: ask why it could fail, what is missing, what a smart critic would say, which hidden risks matter, and what evidence would change the conclusion. Attempt to falsify it before accepting it.
  • Bias toward action: prefer iteration, fast feedback, measurement, shipping, and consistent effort. Identify a small useful next step and a test that can be run today when practical.
  • Before recommending, consider the ten-year future-self perspective: which path would be respected, compounds, creates freedom, builds capability, and preserves options? Consider tradeoffs across all affected areas, not wealth alone.

Read the full file on GitHub · 42 lines

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. today First seen · 42 lines · 53 tokens per session scan A 5aee7d200fe9

Subscribe to this mod's changes

compounding-operating-system is a skill published in the GitHub repository aegntic/cldcde (11 stars, last pushed today), licensed MIT. It adds 53 tokens to every session and 739 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-11-05.

Related

Other skills, from other repositories

writer-workflow

Coordinate fiction planning, drafting, continuation, revision, and adaptation using saved project files. Use for starting or resuming books, chapters, scenes, volumes, or manga projects.

Firstp1ck/pi-coding-agent-forge · 39 tokens

hono-core

Hono ultrafast web framework fundamentals - routing, context, handlers, and response patterns for multi-runtime deployment.

bobmatnyc/claude-mpm-skills · 26 tokens

chrono-ai-service-manual

Unified operational manual for AI agents driving the Chrono AI service stack — NyxID (identity, services, orgs, OAuth clients, proxy) AND Ornn (skill lifecycle — search, pull, install, execute, build, upload, share). One skill, two halves, one identity bootstrap, one set of failure-mode diagnostics. Replaces the…

ChronoAIProject/Ornn · 151 tokens

hermes

Send Telegram messages from an agent through the Hermes MCP telegram tool, with the Hermes CLI (@andrebuilds/hermes) as a fallback. Use when a user asks to send a Telegram message, mentions Hermes, wants to interact with the Hermes toolset, asks to verify Hermes manually, or needs to choose between the Hermes MCP and…

andrebuilds/hermes · 75 tokens

kukuroo-notify

Push a notification to the user's own phone through their Kukuroo Worker. Use when they ask to be notified, pinged, buzzed, or sent a status update on their phone; name a time they want to be told at; say they are stepping away from the monitor or will be afk; or mention Kukuroo. Also for diagnosing a Kukuroo send…

saiday/kukuroo · 88 tokens

tauri-django-react

Agents should invoke this skill for Tauri + Django + React desktop apps, especially backend lifecycle, CORS/auth, frontend integration, mandatory light/dark theming, German/English i18n, build packaging, dual desktop/web deployment, Rust commands, and platform-specific gotchas.

Firstp1ck/pi-coding-agent-forge · 63 tokens