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/acu-nugget-recall

Tactic: Extract atomic units from one paper and score how much of a caller-supplied summary covers. Use for ACU-style binary or Nugget-style ternary recall checks; cannot run without a target summary.

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de-anthropocentric-research-engine
393200 skills
Install
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill acu-nugget-recall --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/acu-nugget-recall

Context preview

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

Tactic: Extract atomic units from one paper and score how much of a caller-supplied summary covers. Use for ACU-style binary or Nugget-style ternary recall checks; cannot run without a target summary.

SKILL.md

acu-nugget-recall.SKILL.md
name: acu-nugget-recall
description: 'Tactic: Extract atomic units from one paper and score how much of a caller-supplied summary covers. Use for ACU-style binary or Nugget-style ternary recall checks; cannot run without a target summary.'
version: 1.0.0
category: paper-reading
type: tactic
execution: tactic
input: 'paper_ref (string), target_summary (string), method (string: "acu" | "nugget", default "acu")'
output: 'three JSON files under context/papers/<dir>/acu-nugget-recall/'
sops:
- paper-fetch
- atomic-unit-writing
- atomic-unit-matching
- atomic-unit-recall-aggregate
dependencies:
  sops:
  - paper-fetch
  - atomic-unit-writing
  - atomic-unit-matching
  - atomic-unit-recall-aggregate

ACU / Nugget Recall

Orchestration Pattern

1. Require `target_summary`; never generate the scored summary inside this tactic. 2. Fetch the paper and create `acu-nugget-recall/`. 3. Extract units before exposing the summary to the unit-writing step. ACU uses extracted/binary units; Nugget uses authored, importance-tagged units. 4. Match all units against `target_summary` in one call. 5. Aggregate the results and write `03-recall-aggregate.json`.

Write `01-atomic-unit-writing.json`, `02-atomic-unit-matching.json`, and `03-recall-aggregate.json`. Record the summary source. Report every unmatched unit, not just the score. For a single-summary Nugget run, carry the method's weak per-topic reliability caveat alongside the number.

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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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