Generate diverse creative outputs via Verbalized Sampling with JSON responses.
npx skills add https://github.com/rfxlamia/flow --skill diverse-content-gen
Please help me install this Agent Skill. Skill: diverse-content-gen Source: https://github.com/rfxlamia/flow/tree/main/creative-studio/00-diverse-content-gen Command: npx skills add https://github.com/rfxlamia/flow --skill diverse-content-gen
Solves the problem of generating diverse creative content by leveraging Verbalized Sampling (VS) to unlock a broader distribution of outputs, reducing repetitive results and expanding ideation.
Use the diverse-content-gen skill to generate multiple variations of a user request by specifying k (e.g., k=5) and parsing the resulting JSON responses.
High-intent search queries and answers about installing and using this skill.
To generate diverse content variations, use Verbalized Sampling with a parameter k to recover the base model distribution, producing multiple distinct responses delivered as a structured JSON array.
Verbalized Sampling is a prompt engineering technique that recovers the base distribution of a model to unlock broader outputs, effectively reducing repetitive results during brainstorming and creative content generation.
Get multiple blog ideas without repetition by applying Verbalized Sampling templates with a specified k value and temperature, yielding an array of diverse responses formatted as JSON.
Yes, diverse content generation delivers production-ready structured JSON containing text and probability fields, enabling seamless downstream processing of the generated variations.
Yes, you can generate multiple marketing taglines and captions by using parameterized VS prompts to produce diverse creative outputs suitable for campaigns and product descriptions.
Verbalized Sampling requires parameterized VS prompts including k, optional threshold, and temperature, and may require troubleshooting references if the recovered base distribution produces unexpected variations.
danielmiesslerGenerate diverse ideas and expand corpora using Verbalized Sampling.
alibabaExtract text, tables, and metadata from PDF documents into JSON.
frankxaiCodify prompts in the Arcanean Prompt Language with a five-pillar architecture.
gnurioGenerate diverse LLM outputs by prompting for a probability distribution.
