integratelisted

## Intent Perform **data integration** to combine information from multiple heterogeneous sources into a unified, coherent model. This handles schema differences, resolves conflicts, and preserves provenance. **Success criteria:** - All sources are incorporated or explicitly excluded - Schema mismatches are resolved consistently - Conflicts are documented with resolution rationale - Provenance traces every value to its source - Information loss is minimized and documented **World Modeling Context:** Integrate is essential for building comprehensive `world-state` from multiple observation sources. It combines outputs from `retrieve`, `search`, and `inspect` into unified models, and depends on `identity-resolution` for entity deduplication. **Hard dependencies:** - Requires `identity-resolution` when sources contain overlapping entities **Compatible schemas:** - `schemas/output_schema.yaml` ## Inputs | Parameter | Required | Type | Description | |-----------|----------|------|-------------| | `sources` | Yes | array | Data sources to integrate (files, API outputs, retrieved data) | | `target_schema` | No | object | Schema the integrated data should conform to | | `conflict_strategy` | No | string | `prefer_recent`, `prefer_authoritative`, `merge`, `manual` (default: prefer_authoritative) | | `constraints` | No | object | Required fields, validation rules | ## Procedure 1) **Analyze sources**: Understand what each source contains - Inventory entities and attributes p