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Raven Research Looped Reasoning Eval

Agent skill
1 skill

Scaffold a research-grade experiment that tests whether a Looped / Recurrent-Depth Transformer (RDT) is better than a parameter-matched vanilla transformer at vulnerability discovery, when both are continued-pretrained on a security corpus. Use when the user says "test the looped-transformer hypothesis", "run the OpenMythos RDT experiment", "compare loop count to trial budget", "does inference-time loops help security reasoning", or asks for a reproducible research pipeline around the Mythos architecture hypothesis. The skill scaffolds the experiment — it does NOT make claims about Mythos itself, and it explicitly bins OpenMythos as a community speculative reconstruction, not Anthropic's actual model.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryScience & researchStars0

About this skill

Scaffold a research-grade experiment that tests whether a Looped / Recurrent-Depth Transformer (RDT) is better than a parameter-matched vanilla transformer at vulnerability discovery, when both are continued-pretrained on a security corpus. Use when the user says "test the looped-transformer hypothesis", "run the OpenMythos RDT experiment", "compare loop count to trial budget", "does inference-time loops help security reasoning", or asks for a reproducible research pipeline around the Mythos architecture hypothesis. The skill scaffolds the experiment — it does NOT make claims about Mythos itself, and it explicitly bins OpenMythos as a community speculative reconstruction, not Anthropic's actual model.

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: 64df2cffc9be5faed5788c527bf424c25a350e6b78d29a9c7460f676efca2a60

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About this listing

Category
Science & research
Reported license
AGPL-3.0
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Raven Research Looped Reasoning Eval | Agent Skills Atlas