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commands/normalize-signals.md

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+---
+name: normalize-signals
+description: Processes enriched datasets into unified schemas with identity resolution and tagging.
+usage: /data-signal-enrichment:normalize-signals --source warehouse --outputs crm,cdp --taxonomy intent_v2
+---
+
+# Command: normalize-signals
+
+## Inputs
+- **source** – data origin (warehouse, csv, api, webhook).
+- **outputs** – comma-separated destinations (crm, cdp, lake, orchestration).
+- **taxonomy** – schema/taxonomy version to enforce.
+- **window** – time window or batch ID to process.
+- **dry-run** – true/false toggle for validation-only runs.
+
+## Workflow
+1. **Schema Detection** – inspect incoming fields, compare to taxonomy, flag gaps.
+2. **Identity Resolution** – match accounts/contacts/opps using rules + heuristics.
+3. **Normalization** – standardize values, units, topics, and metadata.
+4. **Tagging & Scoring** – add freshness, confidence, and signal-type tags.
+5. **Distribution** – publish to requested destinations with lineage + control tables.
+
+## Outputs
+- Normalized dataset (per destination) with schema compliance report.
+- Identity resolution summary (matches, conflicts, unresolved records).
+- Taxonomy drift log + remediation checklist.
+
+## Agent/Skill Invocations
+- `signal-integrator` – runs normalization + distribution.
+- `data-quality-steward` – validates schema + scores.
+- `provider-ops-lead` – supplies provider metadata for lineage.
+- `signal-taxonomy` skill – enforces schema + naming rules.
+- `identity-resolution` skill – handles matching heuristics.
+
+---