yogsoth-ai/de-anthropocentric-research-engine · paper-reading/skills/atomic-unit-recall-aggregate/SKILL.md

atomic-unit-recall-aggregate skillA

atomic-unit-recall-aggregate is agent-read markdown (skill) from yogsoth-ai/de-anthropocentric-research-engine: Aggregate per-unit ACU/Nugget match judgments into a final recall score — normalized length-penalized recall for ACU, or V_strict/A_strict (+ run-level ranking, with an explicit per-topic-unreliability caveat) for Nugget. Use this as the final step of the atomic-unit chain, after atomic-unit-matching; this SOP's existence closes a gap the original pipeline design was missing — without it, per-unit match judgments were never actually summed into the score the source methodologies report..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add yogsoth-ai/de-anthropocentric-research-engine/atomic-unit-recall-aggregate@v1.0.0
Exact content
mdr add yogsoth-ai/de-anthropocentric-research-engine/atomic-unit-recall-aggregate@sha256:b81bb4f34d7db765

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_rxzljr4ukocv7s5p.svg)](https://markdownregistry.com/a/art_rxzljr4ukocv7s5p)

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Versions

versioncommittedcommitsizeaudit
v1.0.0 latest2026-09-16 f5399c9 1,918 BA view · diff
v1.0.02026-08-08 9e46efa 1,891 BA view · diff
git:20260807.e01509f2026-08-07 e01509f 1,842 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (1918 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

yogsoth-ai/de-anthropocentric-research-engine · 479 stars · license Apache-2.0 · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rxzljr4ukocv7s5p
GET https://markdownregistry.com/api/v1/resolve?ref=yogsoth-ai/de-anthropocentric-research-engine/atomic-unit-recall-aggregate
GET https://markdownregistry.com/api/v1/blob/b81bb4f34d7db765df9af43a1056ba1695c22d084a9497e5c1ccf73d19364c78