abstract-structure
Remove domain surface details to expose transferable relational/mechanistic structure at a chosen abstraction level.
@yogsoth-aiInstall SkillAutomation
Skill
/compare-evaluation-protocols
Build a protocol-difference matrix and estimate which differences can materially change measured performance.
Claude Code
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill compare-evaluation-protocols --agent claude-code
Codex
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill compare-evaluation-protocols -a codex -y
Cursor
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill compare-evaluation-protocols -a cursor -y
Gemini CLI
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill compare-evaluation-protocols -a gemini-cli -y
GitHub Copilot
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill compare-evaluation-protocols -a github-copilot -y
OpenCode
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill compare-evaluation-protocols -a opencode -y
Windsurf
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill compare-evaluation-protocols -a windsurf -y
SKILL.md
compare-evaluation-protocols.SKILL.mdname: compare-evaluation-protocols
description: "Build a protocol-difference matrix and estimate which differences can materially change measured performance."
compare-evaluation-protocols
Purpose
Build a protocol-difference matrix and estimate which differences can materially change measured performance.
Input contract
required: [protocol_records, metric_schema, comparison_target]
optional: [paired_results, sensitivity_assumptions]
constraints: [differences require explicit protocol fields and a comparable outcome]
Procedure
1. Extract protocol elements into a normalized comparison schema. 2. Align datasets, populations, metrics, baselines, and evaluation conditions. 3. Mark differences and assess their plausible performance effect. 4. Separate observed effects from unresolved protocol confounding.
Output contract
produces: [protocol_difference_matrix, materiality_assessment, confounding_notes, comparability_judgment]
delta_fields: [findings, evidence_updates, uncertainties, open_questions]
Quality gates
- The compared metric and target are held constant or explicitly qualified.
- Missing protocol fields remain visible.
Failure and counterexamples
Do not attribute score differences to method quality when protocol differences are unmeasured.
Provenance map
- `resolved: knowledge-acquisition-evaluation-protocol-comparison`
Read more
name: compare-evaluation-protocols description: "Build a protocol-difference matrix and estimate which differences can materially change measured performance."
compare-evaluation-protocols
Purpose
Build a protocol-difference matrix and estimate which differences can materially change measured performance.
Input contract
required: [protocol_records, metric_schema, comparison_target] optional: [paired_results, sensitivity_assumptions] constraints: [differences require explicit protocol fields and a comparable outcome]
Procedure
1. Extract protocol elements into a normalized comparison schema. 2. Align datasets, populations, metrics, baselines, and evaluation conditions. 3. Mark differences and assess their plausible performance effect. 4. Separate observed effects from unresolved protocol confounding.
Output contract
produces: [protocol_difference_matrix, materiality_assessment, confounding_notes, comparability_judgment] delta_fields: [findings, evidence_updates, uncertainties, open_questions]
Quality gates
- The compared metric and target are held constant or explicitly qualified.
- Missing protocol fields remain visible.
Failure and counterexamples
Do not attribute score differences to method quality when protocol differences are unmeasured.
Provenance map
- `resolved: knowledge-acquisition-evaluation-protocol-comparison`
Ships withde-anthropocentric-research-engine
A research skill graph for AI-native science. 271 markdown files. No runtime, no dependencies, no build step.
507200 skills
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Questions about compare-evaluation-protocols.
- Which coding agents can use compare-evaluation-protocols?
- compare-evaluation-protocols installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.