# Aqe Research

> Conduct evidence-first technical research for Agentic QE, Ruflo, related ruvnet projects, or external tools. Use when Codex must investigate a repository, compare current upstream changes, trace dependencies and history, distinguish verified facts from inference, or synthesize findings into actionable engineering recommendations. Do not use for a simple known-answer lookup or an implementation-only task.

- Skill: `proffesor-for-testing/aqe-research` (Agent Skill, multi-file: 3 files)
- Install (CLI): `npx skillmds add proffesor-for-testing/aqe-research`
- Raw SKILL.md: https://api.skillmd.com/api/skills/proffesor-for-testing/aqe-research/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: proffesor-for-testing (https://skillmd.com/u/proffesor-for-testing)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/proffesor-for-testing/aqe-research

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# Research AQE Systems

1. Read `AGENTS.md`, the question, and any user-supplied artifacts completely.
2. Define the decision the research must support, its scope, and freshness needs.
3. Search local evidence broad-to-narrow with `rg --files`, `rg`, code navigation,
   tests, configuration, documentation, and git history.
4. For current external claims, inspect primary sources: upstream repositories,
   releases, commits, issues, pull requests, and official documentation. Record
   dates, versions, commit identifiers, and links.
5. Trace definitions to usages and public boundaries. Map dependencies, data
   flow, CLI/MCP parity, configuration generation, and tests when relevant.
6. Classify each material statement using
   [references/evidence-rules.md](references/evidence-rules.md). Never repeat a
   benchmark, capability, or roadmap claim as fact without direct evidence.
7. Synthesize only after gathering evidence. State contradictions, uncertainty,
   missing access, and stale documentation explicitly.
8. Return:
   - the decision-oriented summary;
   - verified findings with source locations;
   - inferences and their supporting evidence;
   - gaps and risks;
   - prioritized recommendations and the smallest useful next validation.

Use parallel agents only when the user requests delegation or repository
instructions explicitly permit it. Treat Claude agent definitions as domain
references; do not copy or execute their Claude-only hooks or tool syntax.