ApertureOscillation
3-pass scope oscillation that holds a question constant while shifting zoom — narrow/tactical, wide/strategic, then synthesis — to surface design tensions,…
Evolutionary explanation-discovery engine for hard-to-vary causal theories of unknown phenomena. USE WHEN develop a new theory, explain a mystery, solve an explanatory gap, discover a mechanism, consciousness, origin, or scientific breakthrough. Also use for multi-cycle creative
$ npx -y skills add danielmiessler/personal_ai_infrastructure --skill Novelty --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/NoveltyContext preview
The summary Claude sees to decide when to auto-load this skill.
Evolutionary explanation-discovery engine for hard-to-vary causal theories of unknown phenomena. USE WHEN develop a new theory, explain a mystery, solve an explanatory gap, discover a mechanism, consciousness, origin, or scientific breakthrough. Also use for multi-cycle creative
name: Novelty version: 1.1.0 description: "Evolutionary explanation-discovery engine for hard-to-vary causal theories of unknown phenomena. USE WHEN develop a new theory, explain a mystery, solve an explanatory gap, discover a mechanism, consciousness, origin, or scientific breakthrough. Also use for multi-cycle creative exploration. NOT FOR a single-pass divergent brainstorm (use BeCreative) or delivery validation alone (use Evals)."
Novelty primarily discovers **hard-to-vary causal explanations** for phenomena not adequately explained today. Its evolutionary machinery searches theory space; explanatory power selects survivors. Generic ideation, design, and storytelling are secondary uses when they benefit from the same search.
| Workflow | Trigger | File | |---|---|---| | **EvolutionCycle** | unknown phenomenon, new theory, hard problem, breakthrough explanation, scientific explanation | Workflows/EvolutionCycle.md | | **ExplanatorySelection** | hard-to-vary test, explanation filter, theory selection, causal explanation | Workflows/ExplanatorySelection.md | | **RapidCycle** | rapid novelty cycle, time-boxed creative sprint | Workflows/RapidCycle.md |
A candidate does not advance merely because it is elegant or compatible with observations. It must provide a specific causal account whose core parts cannot be freely changed while preserving the same explanatory work. This is comparative evidence of quality, not proof that a theory is true or unique.
Every survivor must include: target phenomenon; compact causal core; necessary roles; component-ablation and parameter-substitution counterfactuals; a rival comparison; a risky discriminating prediction; cross-context behavior; and remaining residue. Apply HardToVary.md and Workflows/ExplanatorySelection.md before SELECT.
⛰️ The Life Operating System — an intent engineering platform that moves you from your current state to your ideal state, in life and work.
Repo: danielmiessler/personal_ai_infrastructure
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