diff --git a/.code-samples.meilisearch.yaml b/.code-samples.meilisearch.yaml
index b0bfecbb..4daaf906 100644
--- a/.code-samples.meilisearch.yaml
+++ b/.code-samples.meilisearch.yaml
@@ -67,7 +67,7 @@ search_parameter_guide_hitsperpage_1: |-
 search_parameter_guide_page_1: |-
   client.index('movies').search('', page: 2)
 getting_started_typo_tolerance: |-
-   client.index('movies').update_typo_tolerance({ min_word_size_for_typos: { one_typo: 4 } })
+  client.index('movies').update_typo_tolerance({ min_word_size_for_typos: { one_typo: 4 } })
 get_all_tasks_paginating_1: |-
   client.tasks(limit: 2, from: 10)
 get_all_tasks_paginating_2: |-
@@ -672,15 +672,15 @@ search_parameter_reference_ranking_score_threshold_1: |-
     rankingScoreThreshold: 0.2
   })
 search_parameter_reference_locales_1: |-
-    client.index('INDEX_NAME').search('進撃の巨人', { locales: ['jpn'] })
+  client.index('INDEX_NAME').search('進撃の巨人', { locales: ['jpn'] })
 get_localized_attribute_settings_1: |-
-    client.index('INDEX_NAME').localized_attributes
+  client.index('INDEX_NAME').localized_attributes
 update_localized_attribute_settings_1: |-
-    client.index('INDEX_NAME').update_localized_attributes([
-      { attribute_patterns: ['*_ja'], locales: ['jpn'] },
-    ])
+  client.index('INDEX_NAME').update_localized_attributes([
+    { attribute_patterns: ['*_ja'], locales: ['jpn'] },
+  ])
 reset_localized_attribute_settings_1: |-
-    client.index('INDEX_NAME').reset_localized_attributes
+  client.index('INDEX_NAME').reset_localized_attributes
 search_parameter_reference_distinct_1: |-
   client.index('INDEX_NAME').search('QUERY TERMS', {
     distinct: 'ATTRIBUTE_A'
@@ -695,7 +695,7 @@ update_embedders_1: |-
   client.index('INDEX_NAME').update_embedders(
     default: {
       source:  'openAi',
-      api_key: 'anOpenAiApiKey',
+      api_key: 'OPEN_AI_API_KEY',
       model: 'text-embedding-3-small',
       document_template: "A document titled '{{doc.title}}' whose description starts with {{doc.overview|truncatewords: 20}}"
     }
diff --git a/spec/meilisearch/index/documents_spec.rb b/spec/meilisearch/index/documents_spec.rb
index cc1a19d9..24f58364 100644
--- a/spec/meilisearch/index/documents_spec.rb
+++ b/spec/meilisearch/index/documents_spec.rb
@@ -95,7 +95,6 @@
         end
 
         it 'allows the user to store vectors' do
-          enable_vector_store(true)
           new_doc = { objectId: 123, _vectors: { default: [0.1, 0.2, 0.3] } }
           client.create_index('vector_test').await
           new_index = client.index('vector_test')
diff --git a/spec/meilisearch/index/search/similar_spec.rb b/spec/meilisearch/index/search/similar_spec.rb
index ca6427cd..56f9d987 100644
--- a/spec/meilisearch/index/search/similar_spec.rb
+++ b/spec/meilisearch/index/search/similar_spec.rb
@@ -12,8 +12,6 @@
   end
 
   it 'does a search for similar documents' do
-    enable_vector_store(true)
-
     documents = [
       {
         title: 'Shazam!',
diff --git a/spec/meilisearch/index/search/vector_search_spec.rb b/spec/meilisearch/index/search/vector_search_spec.rb
index 2fc70674..49b82b7c 100644
--- a/spec/meilisearch/index/search/vector_search_spec.rb
+++ b/spec/meilisearch/index/search/vector_search_spec.rb
@@ -2,8 +2,6 @@
 
 RSpec.describe 'Meilisearch::Index - Vector search' do
   it 'does a basic search' do
-    enable_vector_store(true)
-
     documents = [
       { objectId: 0, _vectors: { custom: [0, 0.8, -0.2] }, title: 'Across The Universe' },
       { objectId: 1, _vectors: { custom: [1, -0.2, 0] }, title: 'All Things Must Pass' },
diff --git a/spec/meilisearch/index/settings_spec.rb b/spec/meilisearch/index/settings_spec.rb
index 4cab37c4..8859e9a8 100644
--- a/spec/meilisearch/index/settings_spec.rb
+++ b/spec/meilisearch/index/settings_spec.rb
@@ -850,10 +850,9 @@
 
   context 'on embedders' do
     let(:index) { client.index(uid) }
-    let(:default_embedders) { nil }
+    let(:default_embedders) { {} }
 
     before { client.create_index(uid).await }
-    before { enable_vector_store(true) }
 
     it '#embedders gets default value' do
       expect(index.embedders).to eq(default_embedders)
diff --git a/spec/support/experimental_feature_helpers.rb b/spec/support/experimental_feature_helpers.rb
index 15ab1f2c..01e1d7ca 100644
--- a/spec/support/experimental_feature_helpers.rb
+++ b/spec/support/experimental_feature_helpers.rb
@@ -4,10 +4,6 @@
 require 'json'
 
 module ExperimentalFeatureHelpers
-  def enable_vector_store(toggle)
-    configure_feature('vectorStore', toggle)
-  end
-
   def enable_edit_documents_by_function(toggle)
     configure_feature('editDocumentsByFunction', toggle)
   end