diff --git a/data/inventory.sql b/data/inventory.sql
index 4af29164..b304a9d7 100644
--- a/data/inventory.sql
+++ b/data/inventory.sql
@@ -19615,4 +19615,10 @@ INSERT INTO "resources" VALUES('https://github.blog/enterprise-software/ci-cd/co
 Highlights secure credential management, least privilege, runner isolation, environment checks, and GITHUB_TOKEN configurations.','English','Blog','Intermediate',0,'online','manual','N/A',100.0,1781788171,0,'2026-06-18T15:09:31.021372+02:00',NULL,NULL,NULL,'["Developer Productivity", "CI/CD", "GitHub Actions"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/@Firebase','Firebase','Official YouTube channel for Firebase, Google''s app development platform with realtime database, authentication, and backend services.',NULL,NULL,'Official YouTube channel for Firebase, Google''s app development platform with realtime database, authentication, and backend services.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2026-06-24T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "observability_databases_storage", "image": "images/firebase_logo.svg", "order_v1": 136, "order_v2": 21}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/c/supabase','Supabase','Official YouTube channel for Supabase, the open-source Firebase alternative built on PostgreSQL.',NULL,NULL,'Official YouTube channel for Supabase, the open-source Firebase alternative built on PostgreSQL.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2026-06-24T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "observability_databases_storage", "image": "images/supabase_logo.svg", "order_v1": 137, "order_v2": 22}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/@IONOSUK','IONOS UK','Official YouTube channel for IONOS UK, European cloud and web hosting provider.',NULL,NULL,'Official YouTube channel for IONOS UK, European cloud and web hosting provider.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2026-06-25T00:00:00+02:00',NULL,'IONOS','Europe','["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "cloud_providers", "image": "images/ionos_logo.png", "order_v1": 138, "order_v2": 15}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/nutanix','Nutanix','Official YouTube channel for Nutanix, hyperconverged infrastructure and cloud platform.',NULL,NULL,'Official YouTube channel for Nutanix, hyperconverged infrastructure and cloud platform.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2026-06-25T00:00:00+02:00',NULL,'Nutanix',NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "cloud_providers", "image": "images/nutanix_logo.png", "order_v1": 139, "order_v2": 16}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/vmware','VMware','Official YouTube channel for VMware, virtualization and cloud infrastructure platform.',NULL,NULL,'Official YouTube channel for VMware, virtualization and cloud infrastructure platform.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2026-06-25T00:00:00+02:00',NULL,'VMware',NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "cloud_native_kubernetes", "image": "images/vmware_logo.png", "order_v1": 140, "order_v2": 13}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/ProxmoxVE','Proxmox VE','Official YouTube channel for Proxmox VE, open-source server virtualization platform.',NULL,NULL,'Official YouTube channel for Proxmox VE, open-source server virtualization platform.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2026-06-25T00:00:00+02:00',NULL,'Proxmox Server Solutions','Europe','["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "cloud_native_kubernetes", "image": "images/proxmox_logo.png", "order_v1": 141, "order_v2": 14}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/Salesforce','Salesforce','Official YouTube channel for Salesforce, enterprise CRM and developer platform.',NULL,NULL,'Official YouTube channel for Salesforce, enterprise CRM and developer platform.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2026-06-25T00:00:00+02:00',NULL,'Salesforce',NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "dev_testing_collab", "image": "images/salesforce_logo.svg", "order_v1": 142, "order_v2": 14}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/user/SAP','SAP','Official YouTube channel for SAP, enterprise software and business technology platform.',NULL,NULL,'Official YouTube channel for SAP, enterprise software and business technology platform.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2026-06-25T00:00:00+02:00',NULL,'SAP',NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "dev_testing_collab", "image": "images/sap_logo.png", "order_v1": 143, "order_v2": 15}','{}');
 COMMIT;
diff --git a/data/inventory.yaml b/data/inventory.yaml
index 1d57d2cc..77eb2291 100644
--- a/data/inventory.yaml
+++ b/data/inventory.yaml
@@ -616878,3 +616878,225 @@ https://www.youtube.com/c/supabase:
     image: images/supabase_logo.svg
     order_v1: 137
     order_v2: 22
+https://www.youtube.com/@IONOSUK:
+  title: IONOS UK
+  description: Official YouTube channel for IONOS UK, European cloud and web hosting
+    provider.
+  year: null
+  stars: null
+  ai_summary: Official YouTube channel for IONOS UK, European cloud and web hosting
+    provider.
+  language: English
+  resource_type: Reference
+  complexity: Intermediate
+  is_microservice: false
+  status: online
+  addition_method: manual
+  content_hash: ''
+  health_score: 100.0
+  last_checked: 0
+  needs_ai_refresh: false
+  discovered_at: '2026-06-25T00:00:00+02:00'
+  last_ai_eval: null
+  company: IONOS
+  geo_region: Europe
+  hierarchy:
+  - Architectural Foundations
+  - Kubernetes Tools
+  - General Reference
+  tags:
+  - '[COMMUNITY-TOOL]'
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+  youtube_mosaic:
+    category: cloud_providers
+    image: images/ionos_logo.png
+    order_v1: 138
+    order_v2: 15
+https://www.youtube.com/nutanix:
+  title: Nutanix
+  description: Official YouTube channel for Nutanix, hyperconverged infrastructure
+    and cloud platform.
+  year: null
+  stars: null
+  ai_summary: Official YouTube channel for Nutanix, hyperconverged infrastructure
+    and cloud platform.
+  language: English
+  resource_type: Reference
+  complexity: Intermediate
+  is_microservice: false
+  status: online
+  addition_method: manual
+  content_hash: ''
+  health_score: 100.0
+  last_checked: 0
+  needs_ai_refresh: false
+  discovered_at: '2026-06-25T00:00:00+02:00'
+  last_ai_eval: null
+  company: Nutanix
+  geo_region: null
+  hierarchy:
+  - Architectural Foundations
+  - Kubernetes Tools
+  - General Reference
+  tags:
+  - '[COMMUNITY-TOOL]'
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+  youtube_mosaic:
+    category: cloud_providers
+    image: images/nutanix_logo.png
+    order_v1: 139
+    order_v2: 16
+https://www.youtube.com/vmware:
+  title: VMware
+  description: Official YouTube channel for VMware, virtualization and cloud infrastructure
+    platform.
+  year: null
+  stars: null
+  ai_summary: Official YouTube channel for VMware, virtualization and cloud infrastructure
+    platform.
+  language: English
+  resource_type: Reference
+  complexity: Intermediate
+  is_microservice: false
+  status: online
+  addition_method: manual
+  content_hash: ''
+  health_score: 100.0
+  last_checked: 0
+  needs_ai_refresh: false
+  discovered_at: '2026-06-25T00:00:00+02:00'
+  last_ai_eval: null
+  company: VMware
+  geo_region: null
+  hierarchy:
+  - Architectural Foundations
+  - Kubernetes Tools
+  - General Reference
+  tags:
+  - '[COMMUNITY-TOOL]'
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+  youtube_mosaic:
+    category: cloud_native_kubernetes
+    image: images/vmware_logo.png
+    order_v1: 140
+    order_v2: 13
+https://www.youtube.com/ProxmoxVE:
+  title: Proxmox VE
+  description: Official YouTube channel for Proxmox VE, open-source server virtualization
+    platform.
+  year: null
+  stars: null
+  ai_summary: Official YouTube channel for Proxmox VE, open-source server virtualization
+    platform.
+  language: English
+  resource_type: Reference
+  complexity: Intermediate
+  is_microservice: false
+  status: online
+  addition_method: manual
+  content_hash: ''
+  health_score: 100.0
+  last_checked: 0
+  needs_ai_refresh: false
+  discovered_at: '2026-06-25T00:00:00+02:00'
+  last_ai_eval: null
+  company: Proxmox Server Solutions
+  geo_region: Europe
+  hierarchy:
+  - Architectural Foundations
+  - Kubernetes Tools
+  - General Reference
+  tags:
+  - '[COMMUNITY-TOOL]'
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+  youtube_mosaic:
+    category: cloud_native_kubernetes
+    image: images/proxmox_logo.png
+    order_v1: 141
+    order_v2: 14
+https://www.youtube.com/Salesforce:
+  title: Salesforce
+  description: Official YouTube channel for Salesforce, enterprise CRM and developer
+    platform.
+  year: null
+  stars: null
+  ai_summary: Official YouTube channel for Salesforce, enterprise CRM and developer
+    platform.
+  language: English
+  resource_type: Reference
+  complexity: Intermediate
+  is_microservice: false
+  status: online
+  addition_method: manual
+  content_hash: ''
+  health_score: 100.0
+  last_checked: 0
+  needs_ai_refresh: false
+  discovered_at: '2026-06-25T00:00:00+02:00'
+  last_ai_eval: null
+  company: Salesforce
+  geo_region: null
+  hierarchy:
+  - Architectural Foundations
+  - Kubernetes Tools
+  - General Reference
+  tags:
+  - '[COMMUNITY-TOOL]'
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+  youtube_mosaic:
+    category: dev_testing_collab
+    image: images/salesforce_logo.svg
+    order_v1: 142
+    order_v2: 14
+https://www.youtube.com/user/SAP:
+  title: SAP
+  description: Official YouTube channel for SAP, enterprise software and business
+    technology platform.
+  year: null
+  stars: null
+  ai_summary: Official YouTube channel for SAP, enterprise software and business technology
+    platform.
+  language: English
+  resource_type: Reference
+  complexity: Intermediate
+  is_microservice: false
+  status: online
+  addition_method: manual
+  content_hash: ''
+  health_score: 100.0
+  last_checked: 0
+  needs_ai_refresh: false
+  discovered_at: '2026-06-25T00:00:00+02:00'
+  last_ai_eval: null
+  company: SAP
+  geo_region: null
+  hierarchy:
+  - Architectural Foundations
+  - Kubernetes Tools
+  - General Reference
+  tags:
+  - '[COMMUNITY-TOOL]'
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+  youtube_mosaic:
+    category: dev_testing_collab
+    image: images/sap_logo.png
+    order_v1: 143
+    order_v2: 15
diff --git a/docs/index.md b/docs/index.md
index 8928ee8e..c0a50014 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -352,7 +352,8 @@ A curated list of awesome references collected since 2018. Microservices archite
 [![ContinuousDeliveryFoundation](images/ContinuousDeliveryFoundation.jpg){: style="width:7%"}](https://www.youtube.com/c/ContinuousDeliveryFoundation) [![tina huang](images/tinahuang.jpg){: style="width:7%"}](https://www.youtube.com/c/TinaHuang1) [![azure devops](images/azure_devops_youtube.jpg){: style="width:7%"}](https://www.youtube.com/c/AzureDevOps) [![azure cloud native](images/azure_cloud_native.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw) [![alibaba cloud](images/alibaba_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/AlibabaCloud) [![linode cloud](images/linode_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/linode) [![gaia-x](images/gaia_x.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw) [![gps](images/gps.jpg){: style="width:7%"}](https://www.youtube.com/c/MadeByGPS) [![keptn](images/keptn_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/keptn) [![anais urlichs](images/anais_urlichs.jpg){: style="width:7%"}](https://www.youtube.com/c/AnaisUrlichs) [![the digital life](images/the_digital_life.jpg){: style="width:7%"}](https://www.youtube.com/c/TheDigitalLifeTech)<br/>
 [![Azure Terraformer](images/azure-terraformer.jpg){: style="width:7%"}](https://www.youtube.com/@azure-terraformer) [![Ned in the Cloud](images/nedinthecloud.jpg){: style="width:7%"}](https://www.youtube.com/@NedintheCloud) [![netbox](images/netboxlabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/@NetBoxLabs) [![Tech with Helen](images/techwithhelen.jpg){: style="width:7%"}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:7%"}](https://www.youtube.com/@ByteByteGo) [![dotcsv](images/dotcsv.jpg){: style="width:7%"}](https://www.youtube.com/@DotCSV) [![midulive](images/midulive.jpg){: style="width:7%"}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:7%"}](https://www.youtube.com/@returngis) [![kubefm](images/kubefm_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kubefm) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:7%"}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:7%"}](https://www.youtube.com/@mouredev)<br/>
 [![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:7%"}](https://www.youtube.com/@CloudNativeMadrid) [![kyndryl](images/kyndryl_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kyndryl) [![itopstalk](images/itopstalk_logo.png){: style="width:7%"}](https://www.youtube.com/@ITOpsTalk) [![gcp videos new](images/gcp_logo_v2.png){: style="width:7%"}](https://www.youtube.com/@googlecloudtech) [![Google Gemini](images/google_gemini_logo.png){: style="width:7%"}](https://www.youtube.com/@GoogleGemini) [![Google DeepMind](images/google_deepmind_logo.png){: style="width:7%"}](https://www.youtube.com/@googledeepmind) [![Anthropic](images/anthropic_logo.png){: style="width:7%"}](https://www.youtube.com/@anthropic-ai) [![Microsoft Copilot](images/microsoft_copilot_logo.png){: style="width:7%"}](https://www.youtube.com/@Microsoft.Copilot) [![OpenAI](images/openai_logo.png){: style="width:7%"}](https://www.youtube.com/OpenAI) [![Meta AI](images/meta_ai_logo.png){: style="width:7%"}](https://www.youtube.com/@aiatmeta) [![Microsoft Reactor](images/microsoft_reactor_logo.png){: style="width:7%"}](https://www.youtube.com/@MicrosoftReactor)<br/>
-[![Playwright](images/playwright_logo.png){: style="width:7%"}](https://www.youtube.com/@Playwrightdev) [![Arsys](images/arsys_logo.svg){: style="width:7%"}](https://www.youtube.com/@arsys) [![ClickHouse](images/clickhouse_logo.svg){: style="width:7%"}](https://www.youtube.com/@ClickHouseDB) [![Gustavo Entrala](images/gustavo_entrala.jpg){: style="width:7%"}](https://www.youtube.com/@gustavo-entrala) [![Firebase](images/firebase_logo.svg){: style="width:7%"}](https://www.youtube.com/@Firebase) [![Supabase](images/supabase_logo.svg){: style="width:7%"}](https://www.youtube.com/c/supabase)
+[![Playwright](images/playwright_logo.png){: style="width:7%"}](https://www.youtube.com/@Playwrightdev) [![Arsys](images/arsys_logo.svg){: style="width:7%"}](https://www.youtube.com/@arsys) [![ClickHouse](images/clickhouse_logo.svg){: style="width:7%"}](https://www.youtube.com/@ClickHouseDB) [![Gustavo Entrala](images/gustavo_entrala.jpg){: style="width:7%"}](https://www.youtube.com/@gustavo-entrala) [![Firebase](images/firebase_logo.svg){: style="width:7%"}](https://www.youtube.com/@Firebase) [![Supabase](images/supabase_logo.svg){: style="width:7%"}](https://www.youtube.com/c/supabase) [![IONOS UK](images/ionos_logo.png){: style="width:7%"}](https://www.youtube.com/@IONOSUK) [![Nutanix](images/nutanix_logo.png){: style="width:7%"}](https://www.youtube.com/nutanix) [![VMware](images/vmware_logo.png){: style="width:7%"}](https://www.youtube.com/vmware) [![Proxmox VE](images/proxmox_logo.png){: style="width:7%"}](https://www.youtube.com/ProxmoxVE) [![Salesforce](images/salesforce_logo.svg){: style="width:7%"}](https://www.youtube.com/Salesforce)<br/>
+[![SAP](images/sap_logo.png){: style="width:7%"}](https://www.youtube.com/user/SAP)
 
 </center>
 
diff --git a/v2-docs/index.md b/v2-docs/index.md
index 31db633f..f67483c9 100644
--- a/v2-docs/index.md
+++ b/v2-docs/index.md
@@ -311,6 +311,7 @@
 ## The Cloud Native Universe We Track
 
 <center markdown="1">
+
 <div markdown="1" class="mosaic-cat-block" style="border: 1px solid #8b5cf6; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="AI & Advanced Tech">
 
 <p class="mosaic-cat-label" style="--cat-color: #8b5cf6">AI & Advanced Tech</p>
@@ -323,7 +324,7 @@
 
 <p class="mosaic-cat-label" style="--cat-color: #3b82f6">Cloud Providers & Core Infrastructure</p>
 
-[![aws videos](images/aws_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/amazonwebservices) [![azure videos](images/azure_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/MicrosoftAzure) [![gcp videos](images/gcp_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/user/googlecloudplatform) [![gcp videos new](images/gcp_logo_v2.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@googlecloudtech) [![ibm cloud videos](images/ibm_cloud_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/IBMTechnology) [![oraclecloud videos](images/oracle_cloud_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/OracleCloudInfrastructure) [![digitalocean videos](images/digital_ocean_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Digitalocean) [![cloudflare](images/cloudflare_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/cloudflare) [![scaleway cloud](images/scaleway_cloud.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Scaleway-Cloud) [![openstack](images/openstack_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/OpenStackFoundation) [![alibaba cloud](images/alibaba_cloud.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/AlibabaCloud) [![linode cloud](images/linode_cloud.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/linode) [![gaia-x](images/gaia_x.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw) [![kyndryl](images/kyndryl_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@kyndryl) [![Arsys](images/arsys_logo.svg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@arsys)
+[![aws videos](images/aws_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/amazonwebservices) [![azure videos](images/azure_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/MicrosoftAzure) [![gcp videos](images/gcp_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/user/googlecloudplatform) [![gcp videos new](images/gcp_logo_v2.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@googlecloudtech) [![ibm cloud videos](images/ibm_cloud_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/IBMTechnology) [![oraclecloud videos](images/oracle_cloud_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/OracleCloudInfrastructure) [![digitalocean videos](images/digital_ocean_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Digitalocean) [![cloudflare](images/cloudflare_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/cloudflare) [![scaleway cloud](images/scaleway_cloud.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Scaleway-Cloud) [![openstack](images/openstack_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/OpenStackFoundation) [![alibaba cloud](images/alibaba_cloud.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/AlibabaCloud) [![linode cloud](images/linode_cloud.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/linode) [![gaia-x](images/gaia_x.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw) [![kyndryl](images/kyndryl_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@kyndryl) [![Arsys](images/arsys_logo.svg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@arsys) [![IONOS UK](images/ionos_logo.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@IONOSUK) [![Nutanix](images/nutanix_logo.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/nutanix)
 
 </div>
 
@@ -331,7 +332,7 @@
 
 <p class="mosaic-cat-label" style="--cat-color: #10b981">Cloud Native Platforms & Kubernetes</p>
 
-[![cncf videos](images/cncf_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/cloudnativefdn) [![kubernetes logo](images/kubernetes_logo.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/kubernetescommunity) [![redhat videos](images/redhat_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/redhat) [![openshift videos](images/openshift_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/OpenShift) [![rancher logo](images/rancher-logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Rancher) [![vmware tanzu logo](images/vmware_tanzu_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/VMwareTanzu) [![argocd project](images/argoproj.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA) [![fluxcd](images/fluxcd.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA) [![keptn](images/keptn_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/keptn) [![netbox](images/netboxlabs_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@NetBoxLabs) [![kubefm](images/kubefm_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@kubefm) [![container days](images/containerdays.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/ContainerDays) [![tetrate](images/tetrate_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Tetrate)
+[![cncf videos](images/cncf_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/cloudnativefdn) [![kubernetes logo](images/kubernetes_logo.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/kubernetescommunity) [![redhat videos](images/redhat_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/redhat) [![openshift videos](images/openshift_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/OpenShift) [![rancher logo](images/rancher-logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Rancher) [![vmware tanzu logo](images/vmware_tanzu_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/VMwareTanzu) [![argocd project](images/argoproj.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA) [![fluxcd](images/fluxcd.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA) [![keptn](images/keptn_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/keptn) [![netbox](images/netboxlabs_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@NetBoxLabs) [![kubefm](images/kubefm_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@kubefm) [![container days](images/containerdays.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/ContainerDays) [![tetrate](images/tetrate_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Tetrate) [![VMware](images/vmware_logo.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/vmware) [![Proxmox VE](images/proxmox_logo.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/ProxmoxVE)
 
 </div>
 
@@ -355,7 +356,7 @@
 
 <p class="mosaic-cat-label" style="--cat-color: #14b8a6">Development, Testing & Collaboration</p>
 
-[![vscode videos](images/vscode_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Code) [![Playwright](images/playwright_logo.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@Playwrightdev) [![chrome developers videos](images/chromedevtools_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/GoogleChromeDevelopers) [![mozilla developer](images/mozilla_developer_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/MozillaDeveloper) [![rh devel](images/rh_developer_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/RedHatDevelopers) [![spring logo](images/spring-logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/user/SpringSourceDev) [![quarkus logo](images/quarkus-logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Quarkusio) [![lightbend videos](images/lightbend_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Lightbend-TV) [![lambdatest](images/lambdatest.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/LambdaTest) [![rocket_chat](images/rocket_chat_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/RocketChatApp) [![slack](images/slack_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Slackhq) [![mattermost](images/mattermost_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/MattermostHQ) [![microsoft365](images/microsoft_365_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/microsoft365) [![openproject](images/openproject_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/OpenProjectCommunity)
+[![vscode videos](images/vscode_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Code) [![Playwright](images/playwright_logo.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@Playwrightdev) [![chrome developers videos](images/chromedevtools_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/GoogleChromeDevelopers) [![mozilla developer](images/mozilla_developer_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/MozillaDeveloper) [![rh devel](images/rh_developer_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/RedHatDevelopers) [![spring logo](images/spring-logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/user/SpringSourceDev) [![quarkus logo](images/quarkus-logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Quarkusio) [![lightbend videos](images/lightbend_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Lightbend-TV) [![lambdatest](images/lambdatest.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/LambdaTest) [![rocket_chat](images/rocket_chat_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/RocketChatApp) [![slack](images/slack_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Slackhq) [![mattermost](images/mattermost_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/MattermostHQ) [![microsoft365](images/microsoft_365_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/microsoft365) [![openproject](images/openproject_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/OpenProjectCommunity) [![Salesforce](images/salesforce_logo.svg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/Salesforce) [![SAP](images/sap_logo.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/user/SAP)
 
 </div>
 
@@ -366,6 +367,7 @@
 [![cloud academy](images/cloud_academy_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Cloudacademy) [![acloudguru](images/acloudguru_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/AcloudGuru) [![devops_tv](images/devops_tv_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Devopsdotcom) [![xebialabs](images/xebialabs_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/XebiaLabs) [![devops library](images/devops_library_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Devopslibrary) [![codecademy](images/codecademy.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/codecademy) [![coursera](images/coursera_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/user/coursera) [![academind](images/academind_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Academind) [![guru99](images/guru99_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/guru99comm) [![intellipaat](images/intellipaat_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Intellipaat) [![cloud quick POCs](images/cloudquickpocs.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ) [![thetips4you](images/thethips4you.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Thetips4you) [![cloud learnhub](images/cloud_learn_hub.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg) [![John Savill](images/John_Savill.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/NTFAQGuy) [![microservice factory](images/microservice_factory.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA) [![kubedb appscode](images/kubedb_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/AppsCodeInc) [![devops toolkit](images/devops_toolkit.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/DevOpsToolkit) [![ansible pilot](images/ansiblepilot.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/AnsiblePilot) [![codelytv](images/codelytv_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/CodelyTV) [![pelado nerd](images/pelado_nerd.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/PeladoNerd) [![hola mundo](images/hola_mundo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/HolaMundoDev) [![javier garzas](images/jgarzas.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/JavierGarz%C3%A1s) [![london IAC](images/londonIAC.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/LondonIAC) [![techworld nana](images/techworld_nana.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/TechWorldwithNana) [![honeypot](images/honeypot.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Honeypotio) [![Ali Spittel](images/aspittel.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/AliSpittelDev) [![thomas maurer](images/thomas_maurer.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/ThomasMaurerCloud) [![freecodecamp](images/freecodecamp.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/Freecodecamp) [![thenewstack](images/thenewstack.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/TheNewStack) [![the cloud girl](images/thecloudgirl.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/priyankavergadia) [![tina huang](images/tinahuang.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/TinaHuang1) [![azure cloud native](images/azure_cloud_native.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw) [![gps](images/gps.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/MadeByGPS) [![anais urlichs](images/anais_urlichs.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/AnaisUrlichs) [![the digital life](images/the_digital_life.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/TheDigitalLifeTech) [![Tech with Helen](images/techwithhelen.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@ByteByteGo) [![midulive](images/midulive.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@returngis) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@mouredev) [![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@CloudNativeMadrid) [![itopstalk](images/itopstalk_logo.png){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/@ITOpsTalk) [![dzone](images/dzone_logo.jpg){: style="width:48px; height:48px; object-fit:contain; margin:6px;" loading="lazy" .channel-logo}](https://www.youtube.com/c/dzone)
 
 </div>
+
 </center>
 
 ## Label Heatmap
diff --git a/v2-docs/mlops.md b/v2-docs/mlops.md
index 2d938f44..65ae3c5c 100644
--- a/v2-docs/mlops.md
+++ b/v2-docs/mlops.md
@@ -28,6 +28,10 @@ description: "Top MLOps resources for 2026, AI-ranked: kubeflow, Ray and more 
 
   - **(2022)** [bea.stollnitz.com: Creating batch endpoints in Azure ML](https://bea.stollnitz.com/blog/aml-batch-endpoint) <span class='md-tag md-tag--warning'>[PYTHON CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Demystifies Azure ML batch endpoint configurations, highlighting the differences between batch and low-latency real-time managed endpoints. Covers execution environments, partition configurations, storage connections, and scaling parameters needed to serve heavy computational batch datasets efficiently.
   - **(2021)** [youtube: Deploy Convolutional Neural Network (CNN) on Azure with Python | Deep Learning Deployment | MLOPS](https://www.youtube.com/watch?v=6sqGxVI3X1w) <span class='md-tag md-tag--warning'>[PYTHON CONTENT]</span> 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical video tutorial showing step-by-step preparation, containerization, and hosting of a Convolutional Neural Network (CNN) on Azure container endpoints. Demonstrates writing score scripts, declaring environment dependencies, and triggering predictions via REST APIs.
+### Red Hat
+
+  - **(2024)** [**redhat.com: Bring Your Own Knowledge — Automation Intelligent Assistant (RAG)**](https://www.redhat.com/en/blog/bring-your-own-knowledge-automation-intelligent-assistant) <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> 🌟🌟🌟🌟 — Enterprise guide to building knowledge-augmented AI assistants using Retrieval-Augmented Generation (RAG). Covers ingestion pipelines, vector store integration, and prompt engineering patterns for grounding LLM responses in private enterprise data, applicable to Kubernetes and cloud-native environments.
+
 ### Flyte Managed
 
   - **(2024)** [**Union Cloud**](https://www.union.ai) <span class='md-tag md-tag--warning'>[NONE CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> — A managed enterprise platform powered by Flyte, designed to orchestrate complex machine learning and data engineering workloads. It delivers serverless operational abstraction, dynamic scaling, robust isolation structures, and unified lineage tracing across multi-cloud environments.