diff --git a/LICENSE b/LICENSE
index 11eafda..4f92758 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,6 +1,6 @@
 MIT License
 
-Copyright (c) 2026 Vainplex
+Copyright (c) 2026 OpenClaw Contributors
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
diff --git a/README.md b/README.md
index 2195881..f9b398b 100644
--- a/README.md
+++ b/README.md
@@ -14,11 +14,11 @@ Every message your OpenClaw agent processes flows through the Knowledge Engine:
 6. **Background Maintenance** — Prunes low-relevance facts, compacts storage, runs cleanup
 
 ```
-User: "We're meeting with Sebastian from Mondo Gate next Tuesday"
+User: "We're meeting with Alex from Acme Corp next Tuesday"
   │
-  ├─ Regex → entities: [Sebastian (person), Mondo Gate (organization)]
-  └─ LLM   → facts:   [Sebastian — works-at — Mondo Gate]
-                       [Meeting — scheduled-with — Mondo Gate]
+  ├─ Regex → entities: [Alex (person), Acme Corp (organization)]
+  └─ LLM   → facts:   [Alex — works-at — Acme Corp]
+                       [Meeting — scheduled-with — Acme Corp]
 ```
 
 ## Quick Start
@@ -167,9 +167,9 @@ Facts are stored as structured triples:
 ```json
 {
   "id": "f-abc123",
-  "subject": "Sebastian",
+  "subject": "Alex",
   "predicate": "works-at",
-  "object": "Mondo Gate",
+  "object": "Acme Corp",
   "source": "extracted-llm",
   "relevance": 0.95,
   "createdAt": 1707123456789,
@@ -235,7 +235,7 @@ npm test
 
 Tests cover: config validation, entity extraction, fact CRUD, decay, pruning, LLM batching, HTTP client, embeddings, storage atomicity, maintenance scheduling, hook orchestration.
 
-## Part of the Darkplex Plugin Suite
+## Part of the Vainplex Plugin Suite
 
 | # | Plugin | Status | Description |
 |---|--------|--------|-------------|
diff --git a/package.json b/package.json
index 358b9fc..3a25feb 100644
--- a/package.json
+++ b/package.json
@@ -17,7 +17,7 @@
     "nlp",
     "entity-extraction"
   ],
-  "author": "Vainplex",
+  "author": "OpenClaw Community",
   "license": "MIT",
   "repository": {
     "type": "git",
diff --git a/test/entity-extractor.test.ts b/test/entity-extractor.test.ts
index b2e18e7..f762944 100644
--- a/test/entity-extractor.test.ts
+++ b/test/entity-extractor.test.ts
@@ -34,12 +34,12 @@ describe('EntityExtractor', () => {
     });
 
     it('should extract multiple different entities', () => {
-      const text = 'Contact Atlas via atlas@vainplex.com on 2026-02-17.';
+      const text = 'Contact Atlas via atlas@acme.com on 2026-02-17.';
       const entities = extractor.extract(text);
       assert.strictEqual(entities.length, 3); // Atlas (proper_noun), email, date
       
       const names = entities.map(e => e.value).sort();
-      assert.deepStrictEqual(names, ['2026-02-17', 'Atlas', 'atlas@vainplex.com']);
+      assert.deepStrictEqual(names, ['2026-02-17', 'Atlas', 'atlas@acme.com']);
     });
 
     it('should handle multiple mentions of the same entity', () => {
@@ -54,14 +54,14 @@ describe('EntityExtractor', () => {
     });
 
     it('should correctly identify and canonicalize an organization', () => {
-      const text = 'I work for Vainplex GmbH. It is a German company.';
+      const text = 'I work for Acme GmbH. It is a German company.';
       const entities = extractor.extract(text);
       const orgEntity = entities.find(e => e.type === 'organization');
       
       assert.ok(orgEntity, 'Organization entity should be found');
-      assert.strictEqual(orgEntity.value, 'Vainplex'); // Canonicalized
-      assert.strictEqual(orgEntity.id, 'organization:vainplex');
-      assert.deepStrictEqual(orgEntity.mentions, ['Vainplex GmbH']);
+      assert.strictEqual(orgEntity.value, 'Acme'); // Canonicalized
+      assert.strictEqual(orgEntity.id, 'organization:acme');
+      assert.deepStrictEqual(orgEntity.mentions, ['Acme GmbH']);
     });
 
     it('should extract dates in various formats', () => {
@@ -84,7 +84,7 @@ describe('EntityExtractor', () => {
   describe('mergeEntities', () => {
     it('should merge two disjoint lists of entities', () => {
       const listA: Entity[] = [{ id: 'person:claude', type: 'person', value: 'Claude', count: 1, importance: 0.7, lastSeen: '2026-01-01', mentions: ['Claude'], source: ['regex'] }];
-      const listB: Entity[] = [{ id: 'org:vainplex', type: 'organization', value: 'Vainplex', count: 1, importance: 0.8, lastSeen: '2026-01-01', mentions: ['Vainplex'], source: ['llm'] }];
+      const listB: Entity[] = [{ id: 'org:acme', type: 'organization', value: 'Acme', count: 1, importance: 0.8, lastSeen: '2026-01-01', mentions: ['Acme'], source: ['llm'] }];
       
       const merged = EntityExtractor.mergeEntities(listA, listB);
       assert.strictEqual(merged.length, 2);
diff --git a/test/patterns.test.ts b/test/patterns.test.ts
index 2bb7468..3fd04e0 100644
--- a/test/patterns.test.ts
+++ b/test/patterns.test.ts
@@ -111,11 +111,11 @@ describe('REGEX_PATTERNS', () => {
   
   it('should match organization names with suffixes', () => {
     const testCases: TestCase[] = [
-        ['He works at Vainplex GmbH.', 'Vainplex GmbH'],
+        ['He works at Acme GmbH.', 'Acme GmbH'],
         ['The owner of Stark Industries, LLC is Tony Stark.', 'Stark Industries, LLC'],
         ['Globex Corp. is another example.', 'Globex Corp.'],
         ['This also catches Acme Inc. and Cyberdyne Systems Ltd.', ['Acme Inc.', 'Cyberdyne Systems Ltd.']],
-        ['No match for Vainplex alone', null],
+        ['No match for Acme alone', null],
     ];
     runTestCases(REGEX_PATTERNS.organization_suffix, testCases);
   });