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Verbalized Sampling

Agent skill
1 skill

Generate multiple diverse responses sampled from the tails of the probability distribution. Produces 5 responses with explicit probability estimates, each with probability less than 0.10. Use this skill when you want to explore unconventional or less likely but potentially valuable answers.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

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

Skill stats

Skills1CategoryGeneralStars0

About this skill

Generate multiple diverse responses sampled from the tails of the probability distribution. Produces 5 responses with explicit probability estimates, each with probability less than 0.10. Use this skill when you want to explore unconventional or less likely but potentially valuable answers.

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: bdd95f34322d1e74302f8bb400cb2c34eae7bf3de534d8b49794d291c6e65e4f

About scan coverage and limitations

About this listing

Category
General
Reported license
Not specified
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.
Verbalized Sampling | Agent Skills Atlas