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ApertureOscillation

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danielmiessler
ApertureOscillation

3-pass scope oscillation that holds a question constant while shifting zoom — narrow/tactical, wide/strategic, then synthesis — to surface design tensions, scope recommendations, and coherence assessments invisible at any single zoom level. USE WHEN aperture oscillation, oscillate scope, zoom in and out, tactical vs strategic, scope framing, design tension, system coherence check, local vs global design, wrong scope, scope negotiation. NOT FOR lens rotation across angles (use IterativeDepth).

Overview

Publisherdanielmiessler
RepositoryLifeOS
Skill nameApertureOscillation
Stars
19K
Forks
2.5K
Bundled files
1
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 1 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by danielmiessler on GitHub. Read the source before you install it.

Installation

Install the ApertureOscillation AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/danielmiessler/LifeOS.git /tmp/LifeOS
mkdir -p .claude/skills
cp -r /tmp/LifeOS/LifeOS/install/skills/ApertureOscillation .claude/skills/ApertureOscillation
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable ApertureOscillation in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads ApertureOscillation on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so ApertureOscillation is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Customization

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

If this directory exists, load and apply any PREFERENCES.md, configurations, or resources found there. These override default behavior. If the directory does not exist, proceed with skill defaults.

ApertureOscillation

What It Does

Runs a question through 3 passes at different zoom levels — narrow/tactical, wide/strategic, then synthesis — while holding the question itself constant. The first pass captures what a component wants to be on its own. The second captures what the system needs it to be. The third finds where those two views disagree, and that gap is the output: design tensions, scope recommendations, coherence checks.

The Problem

A component designed in isolation gets its own clean logic. The same component designed inside a stated system vision inherits different constraints. Pick one zoom level and you miss the other — you ship something that works perfectly on its own but fights the system, or something that serves the system but ignores the component's natural shape. The most expensive rework comes from exactly this mismatch, discovered mid-build. Holding the question constant while varying the scope surfaces the mismatch before you commit.

How It Works

Grounded in the observation that LLMs (and humans) produce different outputs depending on the scope of the framing context. A component designed in isolation has its own logic. The same component designed within a stated system vision inherits different constraints. The delta between these two framings is where the insight lives.

Instead of rotating analytical lenses (IterativeDepth) or generating divergent ideas (BeCreative), ApertureOscillation holds the question constant but shifts the scope envelope around it across 3 structured passes:

  1. Narrow Aperture (Tactical-first): The specific thing is primary. Big-picture context is background. This captures what the component naturally wants to be — its own internal logic and shape.

  2. Wide Aperture (Strategic-first): The vision/system goal is primary. The specific thing is derived from it. This captures what the system needs the component to be — coherence, alignment, constraints you'd miss thinking locally.

  3. Oscillation (Synthesis): Feed both outputs. Ask where the tactical and strategic views diverge. The tensions, gaps, and surprises between the two framings are the output — the things neither pass alone would surface.

How It Differs from IterativeDepth

DimensionIterativeDepthApertureOscillation
What variesAnalytical lens (failure, stakeholder, temporal...)Scope/zoom level (narrow, wide, synthesized)
Pass count2-83 (fixed)
InputSingle problem statementTwo inputs: tactical target + strategic context
OutputRicher requirements from multiple anglesDesign tensions between local and system-level views
Best forRequirement discovery, blind spot eliminationArchitecture decisions, feature design, system coherence
When to combineUse IterativeDepth first (understand the problem), then ApertureOscillation (understand where the solution fits)

Use / Win

When to use: Any time you're building something specific within a larger system and need to ensure the local design serves the global vision — without losing the component's own logic.

Concrete triggers:

  • Architecture decisions — "Should this be a service, a library, or inline?" depends entirely on whether you're zoomed into the component or zoomed out to the system.
  • Feature design — The feature a user asks for vs. the feature the product needs are often subtly different. Oscillation surfaces the gap.
  • System coherence checks — When adding to existing infrastructure, the new piece must serve both its own purpose and the system's. Single-scope framing misses one or the other.
  • Design reviews — Before committing to an approach, oscillate scope to check that the tactical plan and the strategic vision agree.
  • Scope negotiation — When the user says "build X" and X could be simple or complex depending on context, oscillation reveals which scope is appropriate.

What you win:

  • Design tensions surfaced before they become mid-build surprises. The most expensive rework comes from a component that works perfectly on its own but doesn't serve the system.
  • Scope clarity. Seeing the same question at narrow and wide aperture often reveals that the obvious scope is wrong.
  • Coherence confidence. When tactical and strategic views align, you can build with conviction. When they diverge, you know exactly where to make tradeoffs.

Workflow Routing

WorkflowTriggerFile
Oscillate"aperture oscillation", "oscillate scope", "zoom in/out", "tactical vs strategic"Workflows/Oscillate.md
OscillateAn Algorithm run selects the ApertureOscillation capability while scopingWorkflows/Oscillate.md

Quick Reference

  • 3 passes — always 3 (narrow, wide, synthesis)
  • 2 inputs — tactical target (what you're building) + strategic context (why, the bigger picture)
  • Output — design tensions, scope recommendations, coherence assessment
  • Integration point — OBSERVE (before ISC) or THINK (before approach commitment)

Gotchas

  • Requires two distinct inputs. If the tactical target and strategic context are the same thing, ApertureOscillation adds no value — use IterativeDepth instead.
  • 3 passes is the right number. Unlike IterativeDepth (2-8), the narrow/wide/synthesis structure is complete at 3. Adding passes would just be lens rotation, which is IterativeDepth's job.
  • The synthesis pass is where the value lives. Passes 1 and 2 are setup. If the synthesis finds no divergence, that's a valid (and valuable) finding — it means the tactical and strategic views are already aligned.
  • This is a BPE-fragile skill. Monitor whether smarter models naturally oscillate scope without being prompted. Quarterly test recommended.

Examples

Example 1: Feature design within a system

Tactical target: "Build a caching layer for session data"
Strategic context: "LifeOS is a Life OS that needs responsive, session-spanning AI assistance"

Pass 1 (Narrow): Redis with TTL, standard session cache patterns
Pass 2 (Wide): Cache must survive session boundaries, integrate with memory system, serve the Life OS vision
Pass 3 (Synthesis): Tension — standard session cache expires data that the Life OS needs to persist. Resolution: hybrid cache with session-scoped fast layer + memory-backed persistent layer.

Example 2: Architecture decision

Tactical target: "Add webhook support to the Feed system"
Strategic context: "Feed is one pipeline in Arbol, which processes content for Surface"

Pass 1 (Narrow): Standard webhook receiver, queue, retry logic
Pass 2 (Wide): Webhooks must flow through Arbol's action/function pattern, integrate with existing queue infrastructure
Pass 3 (Synthesis): Tension — standalone webhook service vs. Arbol action. Resolution: implement as Arbol action, not standalone service, because the strategic context demands pipeline coherence over component independence.

Execution Log

After completing any workflow, append a single JSONL entry:

bash
echo '{"ts":"'$(date -u +%Y-%m-%dT%H:%M:%SZ)'","skill":"ApertureOscillation","workflow":"Oscillate","input":"8_WORD_SUMMARY","status":"ok|error","duration_s":SECONDS}' >> ~/.claude/LIFEOS/MEMORY/SKILLS/execution.jsonl

Replace 8_WORD_SUMMARY with a brief input description, and SECONDS with approximate wall-clock time. Log status: "error" if the workflow failed.

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the ApertureOscillation AI skill do?

3-pass scope oscillation that holds a question constant while shifting zoom — narrow/tactical, wide/strategic, then synthesis — to surface design tensions, scope recommendations, and coherence assessments invisible at any single zoom level. USE WHEN aperture oscillation, oscillate scope, zoom in and out, tactical vs strategic, scope framing, design tension, system coherence check, local vs global design, wrong scope, scope negotiation. NOT FOR lens rotation across angles (use IterativeDepth).

Why use ApertureOscillation on TypingMind?

Because you install it once and use it with any model. ApertureOscillation is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install ApertureOscillation in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/danielmiessler/LifeOS/tree/main/LifeOS/install/skills/ApertureOscillation. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use ApertureOscillation?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with ApertureOscillation?

As many as you like. As long as a model supports skills, you can use ApertureOscillation with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the ApertureOscillation AI skill free?

Yes. It is published on GitHub by danielmiessler under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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