Claude
Skills
Sign in
Back

embedding-strategy

Included with Lifetime
$97 forever

[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]

Productivity

What this skill does


# 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

Related in Productivity