Domains
Forms
Mechanism
Breaks down how the skill works and what it produces, so you can quickly judge whether it fits your scenario and value.
When building any system that returns "the top K items for a (user, context)" — content feeds, search ranking, RAG rerankers, task prioritizers, notification triage, ad selection.
A runnable pipeline scaffold in user's stack (TS/Go/Python/Rust examples) with composable stages, clear trade-off decisions, and attribution to xAI's pattern.
Use Cases
A developer building a personalized content feed from a CMS with 50k articles uses this skill to walk through the 8-step workflow. The skill helps identify candidate sources, required hydrations, standard filters, and a multi-action scorer chain with author diversity. It generates a runnable Strapi v5 TypeScript plugin scaffold with async side-effect lane. Value: ships a production-ready feed in hours instead of weeks, with explicit trade-off choices.
A team with a RAG system returning top-50 vector chunks wants to rerank with an expensive scorer to return top-5. They invoke the skill to design a single-source pipeline: cheap retrieval source, hydration, filters, then scorer chain (cheap + expensive rerank). The generated Python async scaffold enforces async side effects and no-block rules. Value: improves answer relevance with composable, testable reranking plumbing.
Skill Relationships
Dependency relationships read as "the upper tier points to the lower tier." The current Skill sits in the middle tier — above are Skills that depend on it, below are Skills it depends on.
Tier 1 · These Skills Use Me
Tier 2 · Current Skill
Tier 3 · I Use These Skills
Browse this skill's relationships within its skillset. Click a node to switch the side panel; use the search box to jump to any skill.
Skill File
