adaptive-pair-selection SKILL.md skillA
adaptive-pair-selection from yogsoth-ai/de-anthropocentric-research-engine is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yogsoth-ai/de-anthropocentric-research-engine/adaptive-pair-selection@git:20260616.b2b0cdePins git:20260616.b2b0cde in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yogsoth-ai/de-anthropocentric-research-engine
- Path
skills/adaptive-pair-selection/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260616.b2b0cde, committed Jun 16, 2026
- First version recorded
- May 19, 2026
- Size
- 2,696 bytes
- Repository stars
- 508
- License
- Apache-2.0
Iteratively select maximally informative pairs, execute comparisons,.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Adaptive Pair Selection Select the next comparison pair by information gain, execute the comparison, update ratings, and check for convergence. Repeats until the ranking stabilizes or the comparison budget is exhausted. ## Stages 1. **Select** — pair-selector identifies the pair whose comparison would most reduce uncertainty 2. **Compare** — comparison-executor produces a judgment with confidence and reasoning 3. **Update** — rating-update incorporates the new judgment into the rating model 4. **Check** — convergence-check determines if ranking has stabilized Loop stages 1-4 until convergence or budget exhaustion. ## Available SOPs | Stage | SOP | Input | Output | |-------|-----|-------|--------| | Select | pair-selector | current_ratings, comparison_history | next_pairs[] | | Compare | comparison-executor | pair, context | judgment | | Update | rating-update | judgment, current_ratings, method | updated_ratings | | Check | convergence-check | rating_history | converged, stability_score | ## Execution Guidance - Start with high-uncertainty pairs (largest sigma or most uncertain boundary) - For small N: may complete all pairs in first pass, then focus on inconsistencies …
Read the whole file at its exact version.
How to install
mdr add yogsoth-ai/de-anthropocentric-research-engine/adaptive-pair-selection@sha256:f7209e8bbb90afeeThe line at the top of this page pins the label git:20260616.b2b0cde, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_inlm4dntw2gifrvj)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between May 19, 2026 and Jun 16, 2026, about one every 9 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260616.b2b0cde latest | 2026-06-16 | b2b0cde | 2,696 B | A | view · diff |
| git:20260615.48da2e0 | 2026-06-15 | 48da2e0 | 2,685 B | A | view · diff |
| git:20260615.7a62936 | 2026-06-15 | 7a62936 | 1,977 B | A | view · diff |
| git:20260519.dc15fe2 | 2026-05-19 | dc15fe2 | 1,897 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2696 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
yogsoth-ai/de-anthropocentric-research-engine · 508 stars · license Apache-2.0 · pushed 2026-10-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_inlm4dntw2gifrvj GET https://markdownregistry.com/api/v1/resolve?ref=yogsoth-ai/de-anthropocentric-research-engine/adaptive-pair-selection GET https://markdownregistry.com/api/v1/blob/f7209e8bbb90afee8a5b9d6624f952b7fb4020be75a10f4177f1baeba44e0daf
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.