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/drill-root-causes

Move from symptoms to causal structure using complementary root-cause representations and causal-validity checks.

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de-anthropocentric-research-engine
499200 skills
Install
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill drill-root-causes --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/drill-root-causes

Context preview

The summary Claude sees to decide when to auto-load this skill.

Move from symptoms to causal structure using complementary root-cause representations and causal-validity checks.

SKILL.md

drill-root-causes.SKILL.md
name: drill-root-causes
description: "Move from symptoms to causal structure using complementary root-cause representations and causal-validity checks."

drill-root-causes

Purpose

Move from symptoms to causal structure using complementary root-cause representations and validity checks.

Input contract

required: [symptoms_or_undesirable_effects]
optional: [evidence, system_boundary, known_causes]
constraints: [each causal edge needs an evidence or assumption label]

Execution protocol

Do not perform called SOP operations inline; each loaded SOP owns its contract and thresholds.

1. You MUST load skill `drill-five-whys` to drill repeated whys. 2. You MUST load skill `decompose-ishikawa` to decompose six causal categories. 3. You MUST load skill `build-current-reality-tree` to build the current-reality tree. 4. You MUST load skill `validate-causal-link` to validate its causal links. If the root-cause chain depends on untested assumptions, consider `assumption-stress-test` as the next tactic. Deviation: use fewer representations only when the input explicitly limits scope; record omitted views and reason.

Output contract

produces: [why_chain, ishikawa_map, current_reality_tree, root_cause_set]
delta_fields: [findings, assumption_updates, uncertainties, decisions, open_questions]

Thresholds and quality gates

  • B: at least one symptom-to-root path is represented in each selected model; every retained edge is checked for direction and support.

Failure and counterexamples

Do not call a correlation a root cause, or stop at a label that cannot explain the observed effects.

Provenance map

  • `root-cause-drilling`, `causal-tree-building`, `five-whys-drilling`, `ishikawa-decomposition`, `current-reality-tree`: resolved/concept per exact lookup.
  • Status: all five exact names resolved.

Preserved source criteria ledger

  • Preserve five-whys, 6M Ishikawa, TOC current-reality-tree, and causal-link validation.

Context checkpoint / Delta notes

Append symptom changes, causal edges, competing roots, and validation failures.

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The complete research orchestration system for AI-native science. What It Does Design Philosophy Architecture (v3.2.2) Quick Start Configuration Roadmap License DARE is not a tool that helps you do research. It is the researcher.

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Python
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Apache-2.0
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5h ago
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Repo: yogsoth-ai/de-anthropocentric-research-engine