Agent skill
embedding-strategy
[STUB - Not implemented] Asymmetric embedding strategy with RETRIEVAL_DOCUMENT for ingestion and RETRIEVAL_QUERY for queries. PROACTIVELY activate for: [TODO: Define on implementation]. Triggers: [TODO: Define on implementation]
Install this agent skill to your Project
npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/data/embedding-strategy
SKILL.md
Embedding Strategy
STUB: This skill is not yet implemented
This placeholder preserves the documented plugin structure. See parent plugin README for planned capabilities.
Planned Capabilities
- Asymmetric Embedding Strategy:
- RETRIEVAL_DOCUMENT task_type for document ingestion
- RETRIEVAL_QUERY task_type for query embeddings
- Semantic mismatch prevention
- Concurrent online embeddings (never use batch API for documents)
- Embedding model selection and configuration
- Asymmetric task_type validation and enforcement
Critical Pattern
Documents and queries must use different task_types for optimal semantic search. Batch API defaults to RETRIEVAL_QUERY which causes semantic mismatch and poor retrieval quality.
Implementation Status
- Core implementation
- References documentation
- Output templates
- Integration tests
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