diff --git a/architecture/ai-sovereignty.md b/architecture/ai-sovereignty.md
index 8a6d842..71e925d 100644
--- a/architecture/ai-sovereignty.md
+++ b/architecture/ai-sovereignty.md
@@ -225,7 +225,7 @@ Retrain Crystal (next round)
 - [Knowledge Verification Overview](../product/features/knowledge-verification/OVERVIEW.md) — Feature-level documentation
 - [Knowledge Platform Architecture](../../../Code/@applications/@ml/knowledge-platform/docs/architecture/system-overview.md) — System design and data flows
 - [Training Pipeline](../../../Code/@applications/@ml/knowledge-platform/docs/architecture/training-pipeline.md) — Crystal training workflow and research backing
-- [Crystal Tool](../../codebase/tools/platform-knowledge/crystal-ai/) — Platform content auditor
+- [Crystal Tool](../../operations/platform-knowledge/crystal-ai/) — Platform content auditor
 
 ---
 
diff --git a/product/features/knowledge-verification/OVERVIEW.md b/product/features/knowledge-verification/OVERVIEW.md
index 83d9961..02f7a9b 100644
--- a/product/features/knowledge-verification/OVERVIEW.md
+++ b/product/features/knowledge-verification/OVERVIEW.md
@@ -7,7 +7,7 @@
 **Last Updated**: 2026-02-27
 
 **Location**: `~/Code/@applications/@ml/knowledge-platform/` (API + client)
-**Platform Tool**: `codebase/tools/platform-knowledge/crystal-ai/` (Crystal auditor)
+**Platform Tool**: `operations/platform-knowledge/crystal-ai/` (Crystal auditor)
 
 ---
 
@@ -108,7 +108,7 @@ The system operates in three tiers. Crystal NLI (Tier 2) is the **primary** know
 | `@lilith/knowledge-verification-client` | `services/kv-api/client/` | TypeScript client with static fallback |
 | `@lilith/knowledge-verification-admin` | `packages/admin/` | Admin dashboard |
 | `@lilith/knowledge-verification-shared` | `packages/shared/` | Shared types |
-| `lilith-platform-knowledge` | `codebase/tools/platform-knowledge/crystal-ai/` | Crystal training data generator |
+| `lilith-platform-knowledge` | `operations/platform-knowledge/crystal-ai/` | Crystal training data generator |
 
 ---
 
diff --git a/technical/FEATURES.md b/technical/FEATURES.md
index 7dc2ca8..27f3b4d 100644
--- a/technical/FEATURES.md
+++ b/technical/FEATURES.md
@@ -187,7 +187,7 @@ System status and monitoring dashboard.
 Content verification system (consolidated into knowledge-platform).
 
 **Location**: `~/Code/@applications/@ml/knowledge-platform/`
-**Platform Tool**: `codebase/tools/platform-knowledge/crystal-ai/`
+**Platform Tool**: `operations/platform-knowledge/crystal-ai/`
 
 ---