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IterativeDepth

Structured multi-angle exploration running 2-8 sequential passes over the same problem, each through a different scientific lens, to surface hidden requirements and edge cases invisible from one angle; each pass yields new ISC criteria. USE WHEN iterative depth, explore deeper, multi-angle analysis, surface hidden requirements, blind spot check, what am I missing. NOT FOR scope/zoom analysis (use ApertureOscillation).

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含まれるファイル(4)

  • SKILL.md3.3 KB
  • ScientificFoundation.md9.9 KB
  • TheLenses.md5.5 KB
  • Workflows/Explore.md2.5 KB

SKILL.md(原文)

インストールする前に、エージェントに与えられる指示の中身を確認できます。

Customization

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

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.

IterativeDepth

What It Does

IterativeDepth examines one problem through several structurally different lenses — literal, stakeholder, failure, temporal, and more — merging what each angle surfaces into ISC criteria a single pass misses. Grounded in 20 established techniques across cognitive science, AI/ML, requirements engineering, and design thinking (see ScientificFoundation.md).

The Deliverable

A done run produces:

  • A deduplicated ISC set — each criterion binary-testable, 8-12 words, phrased as a state not an action. No two criteria restate each other.
  • Refinements to existing criteria, each noting what changed and why.
  • Anti-criteria — failure modes that must NOT happen.
  • At least one surprising cross-angle finding — a requirement that only appeared because two lenses collided. A run that surfaces nothing a single pass would have missed added no value.

Passes stop when a new lens repeats what earlier lenses already found. Non-redundant angles are what matter; more angles for their own sake are not.

The Lenses

TheLenses.md is a catalog of eight exploration angles. Draw from it — pick the lenses the problem calls for, in whatever order, as many as earn their keep. No fixed count, no prescribed sequence: a security problem leans on the failure and adversary angles, a UX problem on the experiential one. Let the problem select the lenses.

Workflow Routing

WorkflowTriggerFile
Explore"iterative depth", "explore deeper", "multi-angle"Workflows/Explore.md

Reference

  • Lens catalog: TheLenses.md
  • Scientific grounding: ScientificFoundation.md

Gotchas

  • 2-8 lens passes, not infinite. Diminishing returns after ~5 passes for most topics.
  • Each pass should surface genuinely NEW requirements, not restate previous findings. If passes start repeating, stop early.
  • This is a BPE-fragile skill. Monitor whether smarter models make it unnecessary. Quarterly test recommended.

Execution Log

After completing any workflow, append a single JSONL entry:

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

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

レビュー

まだレビューはありません。使ってみた感想をお寄せください。

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概要と使いどころ

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).

日本語の概要は準備中です。原文の説明を表示しています。

danielmiessler/LifeOS1.9万2026年9月4日 更新

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Curated aphorism collection with CRUD — content-based matching, themed search, thinker research, DB maintenance. Quotes organized by author/theme/context/usage to prevent repetition. Four workflows: FindAphorism, AddAphorism, ResearchThinker, SearchAphorisms. Themes: Stoicism, Wisdom, Truth-seeking, Excellence, Resilience, Curiosity. USE WHEN aphorism, quote, find a quote, research thinker, add aphorism, quote for newsletter, what did X say about, quote bank. NOT FOR creative writing or social posts.

日本語の概要は準備中です。原文の説明を表示しています。

danielmiessler/LifeOS1.9万2026年9月4日 更新

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Scrapes social platforms, business data, and e-commerce via Apify actors — Instagram, LinkedIn, TikTok, YouTube, Facebook, Google Maps, Amazon, and web crawls — filtering in code. USE WHEN scrape Instagram, scrape LinkedIn, scrape TikTok, scrape YouTube, scrape Facebook, Google Maps leads, Amazon reviews, business intelligence, multi-platform social listening, competitive analysis, lead generation, social monitoring, Apify actors, web crawl, extract contacts. NOT FOR X/Twitter account operations like posting, threads, or bookmarks (those need a dedicated X API client), 4-tier progressive scraping with proxy escalation (use BrightData), or real-Chrome bot bypass and computer use (use Interceptor).

日本語の概要は準備中です。原文の説明を表示しています。

danielmiessler/LifeOS1.9万2026年9月4日 更新

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Static visual content across 20+ formats — diagrams, mermaid, infographics, D3 dashboards, comics, icons, wallpaper — via Nano Banana Pro (default), Nano Banana, and Flux. USE WHEN art, illustration, diagram, flowchart, infographic, header image, blog social thumbnail, visualize, generate image, mermaid, architecture diagram, comic, icon, blog art, framework diagram, D3 chart, remove background, wallpaper. NOT FOR locked house-style YouTube/channel/video thumbnails, video or animation (use Remotion), or web UI design and integrated frontend layout (use Webdesign).

日本語の概要は準備中です。原文の説明を表示しています。

danielmiessler/LifeOS1.9万2026年9月4日 更新

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Search and retrieve arXiv academic papers by topic, category, or paper ID — with AlphaXiv-enriched AI-generated overviews. Uses arXiv Atom API across cs.AI/cs.LG/cs.CL/cs.CR/cs.MA/cs.SE/cs.IR. Three workflows: Latest, Search, Paper. USE WHEN arxiv, papers, latest papers, research papers, recent ML papers, paper lookup, summarize paper, latest LLM papers, AI safety papers, cs.AI latest. NOT FOR general research (Research), URL parsing, or annual reports.

日本語の概要は準備中です。原文の説明を表示しています。

danielmiessler/LifeOS1.9万2026年9月4日 更新

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日本語の概要は準備中です。原文の説明を表示しています。

danielmiessler/LifeOS1.9万2026年9月4日 更新

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