Ideate

A multi-round idea-generation process that creates, combines, tests, ranks, and refines possible solutions. It also records where each idea came from and how it changed.

In plain words
What is it for?
Use it to generate novel ideas, borrow patterns from other fields, compare solution candidates, and refine promising concepts over several cycles.
Why use it?
A single brainstorming pass often produces only familiar ideas; repeated testing and recombination can expose different directions and remove weak ones.

Skill for Claude CodeCodex

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.

agentmods
npx agentmods add skills/danielmiessler/lifeos/ideate
Any agent
npx skills add danielmiessler/LifeOS --skill ideate
Clone the repo
git clone --depth 1 https://github.com/danielmiessler/LifeOS

Made for: Claude Code, Codex.

Per session 93 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,386 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00093 $0.03386
Opus 5 $0.00046 $0.01693
Sonnet 5 $0.00019 $0.00677
Haiku 4.5 $0.00009 $0.00339

Measured 3d ago against content hash 9538e9b25459, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

Ideate 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 3d 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.

LifeOS/install/skills/Ideate/SKILL.md · 284 lines

How it starts

The opening of the file, as written. The whole thing — 284 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Customization

Before executing, check for user customizations at: ~/.claude/LIFEOS/USER/CUSTOMIZATIONS/SKILLS/Ideate/

Ideate — The Cognitive Progress Engine

What It Does

Ideate is a loop-controlled evolutionary creativity engine. It runs multiple cycles of consuming, dreaming, stealing, breeding, and testing ideas over simulated time scales from hours to decades, driven by a first-class Loop Controller and a Lamarckian Meta-Learner. It produces ranked novel solution candidates with full provenance — where each idea came from and how it evolved.

The Problem

A single-pass brainstorm collapses fast. Ask a model for ideas and it converges on the obvious handful, biased toward its training distribution, because soft temperature tweaks just reshuffle the same probability mass. You get variations on one theme, not genuinely different directions. Hard problems need ideas that came from somewhere else — a foreign domain, an unexpected recombination, a constraint flipped on its head — and they need a way to kill the weak ones and breed the strong ones across many rounds. One pass can't do that.

How It Works

This is an evolutionary system, not a single-pass tool. This is NOT BeCreative — BeCreative is a single-pass diversity tool. Ideate runs multiple cycles driven by a Loop Controller and a Lamarckian Meta-Learner.

The Core Insight

Human creativity reduces to 5 irreducible functions:

Function What It Does Human Analog
INGEST Gather diverse raw material Reading, conversations, experiences
PERTURB Recombine inputs with controlled noise Dreaming, daydreaming, shower thoughts
CROSS-POLLINATE Map patterns from foreign domains "Stealing" ideas from unrelated fields
SELECT Score against fitness function Critical thinking, peer review, testing
ITERATE Feed survivors back as inputs Sleep cycles, weeks of study, years of work

The 9 workflow phases expand these into a richer human-legible system. DREAM, DAYDREAM, and CONTEMPLATE are PERTURB at different noise levels. MATE is PERTURB on existing ideas. META-LEARN adds the Lamarckian advantage — analyzing WHY ideas worked and steering future generation.

Read the full file on GitHub · 284 lines

Files

What ships with it

6 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. 3d ago First seen · 284 lines · 93 tokens per session scan A 9538e9b25459

Subscribe to this mod's changes

Ideate is a skill published in the GitHub repository danielmiessler/LifeOS (18,798 stars, last pushed 18d ago), licensed MIT. It adds 93 tokens to every session and 3,386 once invoked, about $0.0005 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 2026-08-30.

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