classifylisted

## Intent Assign one or more labels from a defined taxonomy to items based on their observed characteristics. This capability bridges detection and reasoning by providing semantic categorization. **Success criteria:** - Item assigned at least one label from taxonomy - Label assignment supported by evidence - Confidence scores reflect classification certainty - Ambiguous cases explicitly flagged **Compatible schemas:** - `schemas/output_schema.yaml` ## Inputs | Parameter | Required | Type | Description | |-----------|----------|------|-------------| | `item` | Yes | any | The item to classify (entity, document, code, data) | | `taxonomy` | No | string\|array | Classification scheme or list of valid labels | | `multi_label` | No | boolean | Whether multiple labels can be assigned (default: false) | | `context` | No | object | Additional context to inform classification | ## Procedure 1) **Examine the item**: Gather characteristics relevant to classification - Identify distinguishing features - Note structural patterns, content type, metadata - Collect evidence for each observed characteristic 2) **Understand the taxonomy**: Clarify the classification scheme - If taxonomy provided, use those labels exclusively - If no taxonomy, infer appropriate categories from context - Define clear boundaries between categories 3) **Match characteristics to labels**: Evaluate fit for each potential label - Score how well item characteristics match each category