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.
Scanned 9/5/2026
Install to Claude Code
npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill acu-nugget-recall --agent claude-codeInstalls into .claude/skills of the current project.
Are you the author of Acu Nugget Recall?
Add the live security badge to your README — it updates automatically with every re-scan.
[](https://www.skillsdirectory.com/skills/yogsoth-ai-acu-nugget-recall)More formats (shields.io, HTML) on the badges page.
---
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.
Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
No comments yet. Be the first to comment!