AnnualReports
Aggregate several hundred cybersecurity annual reports from CrowdStrike, Mandiant, IBM, Verizon, Microsoft, CISA, OWASP, Wiz,…
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
Claude Code
$ npx -y skills add danielmiessler/lifeos --skill Novelty --agent claude-code
Codex
$ npx skills add danielmiessler/lifeos --skill Novelty -a codex -y
Cursor
$ npx skills add danielmiessler/lifeos --skill Novelty -a cursor -y
Gemini CLI
$ npx skills add danielmiessler/lifeos --skill Novelty -a gemini-cli -y
GitHub Copilot
$ npx skills add danielmiessler/lifeos --skill Novelty -a github-copilot -y
OpenCode
$ npx skills add danielmiessler/lifeos --skill Novelty -a opencode -y
Windsurf
$ npx skills add danielmiessler/lifeos --skill Novelty -a windsurf -y
name: Novelty
evals:
manual:
reason: "a proposed causal explanation must be judged for explanatory reach, hard-to-vary structure, and testability"
falsifier: "the reviewer finds the explanation is an unfalsifiable relabeling, omits a known observation, or lacks a discriminating test"
metadata:
short-description: "Develop hard-to-vary causal explanations for unknown phenomena through evolutionary exploration. Use BeCreative for single-pass brainstorming."
version: 1.2.3
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 Assay)."Novelty primarily discovers **hard-to-vary causal explanations** for phenomena not adequately explained today. Its evolutionary machinery searches theory space; explanatory power selects survivors. Multi-round evolution of ideas that are not causal explanations belongs to HillClimb Ideate, and a single-pass brainstorm to BeCreative. A run takes a phenomenon, observations, constraints, rivals, available tests, and prohibited directions.
| Intent | Trigger | File | |---|---|---| | **EvolutionCycle** | unknown phenomenon, new theory, hard problem, breakthrough explanation, scientific explanation | `Intents/EvolutionCycle.md` | | **ExplanatorySelection** | hard-to-vary test, explanation filter, theory selection, causal explanation | `Intents/ExplanatorySelection.md` | | **RapidCycle** | rapid novelty cycle, time-boxed creative sprint | `Intents/RapidCycle.md` |
| File | Read when | |------|-----------| | `HardToVary.md` | the standard, required causal account, five stress tests, failure modes and selection rule every survivor is judged by |
The intents name these phases. CONSUME extracts observations, anomalies, mechanisms, constraints, and serious rivals. DREAM generates strange but structured causal hypotheses. DAYDREAM applies counterfactuals, role reversals, scale changes, and causal leaps. SALON collides independent disciplinary lenses. STEAL transfers mechanisms across domains deliberately imperfectly. MATE/MUTATE recombines causal families and mutates assumptions, dependencies, scale, or time horizon. TEST challenges candidates against observations, constraints, evidence, and feasible interventions. EXPLANATORY SELECTION applies ExplanatorySelection.md and HardToVary.md. SELECT keeps diverse survivors plus a wildcard. EVOLVE seeds the next population. META-LEARN updates disciplines, mutations, tests, and selection rules.
User: "Nobody has a good account of why this species migrates at night. Develop a new theory." → EvolutionCycle intent → A portfolio of surviving causal explanations, each with lineage, a risky discriminating prediction and its unexplained residue, plus a wildcard and the stopping condition
User: "Here are three theories of the anomaly. Which one actually explains it?" → ExplanatorySelection intent → The three candidates ranked by hard-to-vary score, each with stress-test outcomes and a rival observation it fails or survives
User: "Give me 20 minutes of novelty on why the outage only hits on Tuesdays." → RapidCycle intent → A cycle-1 portfolio of three or more candidates from distinct lineages, a selected leader and wildcard, and the one test that should govern a longer run
⛰️ LifeOS — The universal AI Harness designed to move you from Current to Ideal state in both life and work.
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