verbalized-sampling
Prompt engineering technique to overcome mode collapse in LLM responses by generating multiple answers with probabilities. Use when you want to see alternative responses beyond the top-ranked answer, explore the full distribution of possible responses, discover unexpected solutions, or understand the probability range of different answers. Particularly useful for creative tasks, complex decision-making, brainstorming, and situations where conventional top-ranked answers may be limiting.
Packaged view
This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.
Install command
npx @skill-hub/cli install glnds-claude-config-verbalized-sampling
Repository
Skill path: skills/verbalized-sampling
Prompt engineering technique to overcome mode collapse in LLM responses by generating multiple answers with probabilities. Use when you want to see alternative responses beyond the top-ranked answer, explore the full distribution of possible responses, discover unexpected solutions, or understand the probability range of different answers. Particularly useful for creative tasks, complex decision-making, brainstorming, and situations where conventional top-ranked answers may be limiting.
Open repositoryBest for
Primary workflow: Grow & Distribute.
Technical facets: Full Stack.
Target audience: Development teams looking for install-ready agent workflows..
License: Unknown.
Original source
Catalog source: SkillHub Club.
Repository owner: glnds.
This is still a mirrored public skill entry. Review the repository before installing into production workflows.
What it helps with
- Install verbalized-sampling into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
- Review https://github.com/glnds/claude-config before adding verbalized-sampling to shared team environments
- Use verbalized-sampling for development workflows
Works across
Favorites: 0.
Sub-skills: 0.
Aggregator: No.