diff --git a/docs/inference-providers/providers/fal-ai.md b/docs/inference-providers/providers/fal-ai.md
index d7245007b8..24b4ca32de 100644
--- a/docs/inference-providers/providers/fal-ai.md
+++ b/docs/inference-providers/providers/fal-ai.md
@@ -67,7 +67,7 @@ Find out more about Image To Image [here](../tasks/image-to-image).
 
 <InferenceSnippet
     pipeline=image-to-image
-    providersMapping={ {"fal-ai":{"modelId":"black-forest-labs/FLUX.2-dev","providerModelId":"fal-ai/flux-2/edit"} } }
+    providersMapping={ {"fal-ai":{"modelId":"fal/Qwen-Image-Edit-2511-Multiple-Angles-LoRA","providerModelId":"fal-ai/qwen-image-edit-2511/lora"} } }
 />
 
 
diff --git a/docs/inference-providers/providers/groq.md b/docs/inference-providers/providers/groq.md
index db3117404e..607069a2c3 100644
--- a/docs/inference-providers/providers/groq.md
+++ b/docs/inference-providers/providers/groq.md
@@ -60,3 +60,13 @@ Find out more about Chat Completion (LLM) [here](../tasks/chat-completion).
     providersMapping={ {"groq":{"modelId":"openai/gpt-oss-120b","providerModelId":"openai/gpt-oss-120b"} } }
 conversational />
 
+
+### Chat Completion (VLM)
+
+Find out more about Chat Completion (VLM) [here](../tasks/chat-completion).
+
+<InferenceSnippet
+    pipeline=image-text-to-text
+    providersMapping={ {"groq":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/llama-4-scout-17b-16e-instruct"} } }
+conversational />
+
diff --git a/docs/inference-providers/providers/hf-inference.md b/docs/inference-providers/providers/hf-inference.md
index 6bcf8fc521..83dde76efb 100644
--- a/docs/inference-providers/providers/hf-inference.md
+++ b/docs/inference-providers/providers/hf-inference.md
@@ -70,7 +70,7 @@ Find out more about Feature Extraction [here](../tasks/feature-extraction).
 
 <InferenceSnippet
     pipeline=feature-extraction
-    providersMapping={ {"hf-inference":{"modelId":"ibm-granite/granite-embedding-97m-multilingual-r2","providerModelId":"ibm-granite/granite-embedding-97m-multilingual-r2"} } }
+    providersMapping={ {"hf-inference":{"modelId":"ibm-granite/granite-embedding-311m-multilingual-r2","providerModelId":"ibm-granite/granite-embedding-311m-multilingual-r2"} } }
 />
 
 
@@ -120,7 +120,7 @@ Find out more about Question Answering [here](../tasks/question-answering).
 
 <InferenceSnippet
     pipeline=question-answering
-    providersMapping={ {"hf-inference":{"modelId":"deepset/minilm-uncased-squad2","providerModelId":"deepset/minilm-uncased-squad2"} } }
+    providersMapping={ {"hf-inference":{"modelId":"distilbert/distilbert-base-cased-distilled-squad","providerModelId":"distilbert/distilbert-base-cased-distilled-squad"} } }
 />
 
 
@@ -200,6 +200,6 @@ Find out more about Zero Shot Classification [here](../tasks/zero-shot-classific
 
 <InferenceSnippet
     pipeline=zero-shot-classification
-    providersMapping={ {"hf-inference":{"modelId":"MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7","providerModelId":"MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7"} } }
+    providersMapping={ {"hf-inference":{"modelId":"facebook/bart-large-mnli","providerModelId":"facebook/bart-large-mnli"} } }
 />
 
diff --git a/docs/inference-providers/providers/nscale.md b/docs/inference-providers/providers/nscale.md
index 052a50c149..6e85de5f5a 100644
--- a/docs/inference-providers/providers/nscale.md
+++ b/docs/inference-providers/providers/nscale.md
@@ -53,6 +53,16 @@ Find out more about Chat Completion (LLM) [here](../tasks/chat-completion).
 conversational />
 
 
+### Chat Completion (VLM)
+
+Find out more about Chat Completion (VLM) [here](../tasks/chat-completion).
+
+<InferenceSnippet
+    pipeline=image-text-to-text
+    providersMapping={ {"nscale":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"} } }
+conversational />
+
+
 ### Text To Image
 
 Find out more about Text To Image [here](../tasks/text-to-image).
diff --git a/docs/inference-providers/providers/together.md b/docs/inference-providers/providers/together.md
index bb39b68b26..6e0d8da0c9 100644
--- a/docs/inference-providers/providers/together.md
+++ b/docs/inference-providers/providers/together.md
@@ -97,7 +97,7 @@ Find out more about Text To Image [here](../tasks/text-to-image).
 
 <InferenceSnippet
     pipeline=text-to-image
-    providersMapping={ {"together":{"modelId":"stabilityai/stable-diffusion-xl-base-1.0","providerModelId":"stabilityai/stable-diffusion-xl-base-1.0"} } }
+    providersMapping={ {"together":{"modelId":"black-forest-labs/FLUX.1-schnell","providerModelId":"black-forest-labs/FLUX.1-schnell"} } }
 />
 
 
diff --git a/docs/inference-providers/providers/zai-org.md b/docs/inference-providers/providers/zai-org.md
index ded4cbf15e..c93df708de 100644
--- a/docs/inference-providers/providers/zai-org.md
+++ b/docs/inference-providers/providers/zai-org.md
@@ -66,7 +66,7 @@ Find out more about Chat Completion (VLM) [here](../tasks/chat-completion).
 
 <InferenceSnippet
     pipeline=image-text-to-text
-    providersMapping={ {"zai-org":{"modelId":"zai-org/GLM-OCR","providerModelId":"glm-ocr"} } }
+    providersMapping={ {"zai-org":{"modelId":"zai-org/GLM-4.6V-Flash","providerModelId":"glm-4.6v-flash"} } }
 conversational />
 
 
diff --git a/docs/inference-providers/tasks/chat-completion.md b/docs/inference-providers/tasks/chat-completion.md
index f9c81f269b..b63e93c3e6 100644
--- a/docs/inference-providers/tasks/chat-completion.md
+++ b/docs/inference-providers/tasks/chat-completion.md
@@ -74,7 +74,7 @@ conversational />
 
 <InferenceSnippet
     pipeline=image-text-to-text
-    providersMapping={ {"cohere":{"modelId":"CohereLabs/command-a-vision-07-2025","providerModelId":"command-a-vision-07-2025"},"deepinfra":{"modelId":"Qwen/Qwen3.6-35B-A3B","providerModelId":"Qwen/Qwen3.6-35B-A3B"},"featherless-ai":{"modelId":"Qwen/Qwen3.6-27B","providerModelId":"Qwen/Qwen3.6-27B"},"fireworks-ai":{"modelId":"moonshotai/Kimi-K2.6","providerModelId":"accounts/fireworks/models/kimi-k2p6"},"novita":{"modelId":"google/gemma-4-31B-it","providerModelId":"google/gemma-4-31b-it"},"ovhcloud":{"modelId":"Qwen/Qwen3.6-27B","providerModelId":"Qwen3.6-27B"},"scaleway":{"modelId":"Qwen/Qwen3.5-397B-A17B","providerModelId":"qwen3.5-397b-a17b"},"together":{"modelId":"google/gemma-4-31B-it","providerModelId":"google/gemma-4-31B-it"},"zai-org":{"modelId":"zai-org/GLM-OCR","providerModelId":"glm-ocr"}} }
+    providersMapping={ {"cohere":{"modelId":"CohereLabs/command-a-vision-07-2025","providerModelId":"command-a-vision-07-2025"},"deepinfra":{"modelId":"Qwen/Qwen3.6-35B-A3B","providerModelId":"Qwen/Qwen3.6-35B-A3B"},"featherless-ai":{"modelId":"Qwen/Qwen3.6-27B","providerModelId":"Qwen/Qwen3.6-27B"},"fireworks-ai":{"modelId":"moonshotai/Kimi-K2.6","providerModelId":"accounts/fireworks/models/kimi-k2p6"},"groq":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/llama-4-scout-17b-16e-instruct"},"novita":{"modelId":"google/gemma-4-31B-it","providerModelId":"google/gemma-4-31b-it"},"nscale":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"},"ovhcloud":{"modelId":"Qwen/Qwen3.6-27B","providerModelId":"Qwen3.6-27B"},"scaleway":{"modelId":"Qwen/Qwen3.5-397B-A17B","providerModelId":"qwen3.5-397b-a17b"},"together":{"modelId":"google/gemma-4-31B-it","providerModelId":"google/gemma-4-31B-it"},"zai-org":{"modelId":"zai-org/GLM-4.6V-Flash","providerModelId":"glm-4.6v-flash"}} }
 conversational />
 
 
diff --git a/docs/inference-providers/tasks/feature-extraction.md b/docs/inference-providers/tasks/feature-extraction.md
index e849f1b1a9..121694fd7b 100644
--- a/docs/inference-providers/tasks/feature-extraction.md
+++ b/docs/inference-providers/tasks/feature-extraction.md
@@ -36,7 +36,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=feature-extraction
-    providersMapping={ {"hf-inference":{"modelId":"ibm-granite/granite-embedding-97m-multilingual-r2","providerModelId":"ibm-granite/granite-embedding-97m-multilingual-r2"},"scaleway":{"modelId":"Qwen/Qwen3-Embedding-8B","providerModelId":"qwen3-embedding-8b"},"together":{"modelId":"intfloat/multilingual-e5-large-instruct","providerModelId":"intfloat/multilingual-e5-large-instruct"}} }
+    providersMapping={ {"hf-inference":{"modelId":"ibm-granite/granite-embedding-311m-multilingual-r2","providerModelId":"ibm-granite/granite-embedding-311m-multilingual-r2"},"scaleway":{"modelId":"Qwen/Qwen3-Embedding-8B","providerModelId":"qwen3-embedding-8b"},"together":{"modelId":"intfloat/multilingual-e5-large-instruct","providerModelId":"intfloat/multilingual-e5-large-instruct"}} }
 />
 
 
diff --git a/docs/inference-providers/tasks/image-text-to-text.md b/docs/inference-providers/tasks/image-text-to-text.md
index 65f477e3c1..4e5a593340 100644
--- a/docs/inference-providers/tasks/image-text-to-text.md
+++ b/docs/inference-providers/tasks/image-text-to-text.md
@@ -31,7 +31,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=image-text-to-text
-    providersMapping={ {"cohere":{"modelId":"CohereLabs/command-a-vision-07-2025","providerModelId":"command-a-vision-07-2025"},"deepinfra":{"modelId":"Qwen/Qwen3.6-35B-A3B","providerModelId":"Qwen/Qwen3.6-35B-A3B"},"featherless-ai":{"modelId":"Qwen/Qwen3.6-27B","providerModelId":"Qwen/Qwen3.6-27B"},"fireworks-ai":{"modelId":"moonshotai/Kimi-K2.6","providerModelId":"accounts/fireworks/models/kimi-k2p6"},"novita":{"modelId":"google/gemma-4-31B-it","providerModelId":"google/gemma-4-31b-it"},"ovhcloud":{"modelId":"Qwen/Qwen3.6-27B","providerModelId":"Qwen3.6-27B"},"scaleway":{"modelId":"Qwen/Qwen3.5-397B-A17B","providerModelId":"qwen3.5-397b-a17b"},"together":{"modelId":"google/gemma-4-31B-it","providerModelId":"google/gemma-4-31B-it"},"zai-org":{"modelId":"zai-org/GLM-OCR","providerModelId":"glm-ocr"}} }
+    providersMapping={ {"cohere":{"modelId":"CohereLabs/command-a-vision-07-2025","providerModelId":"command-a-vision-07-2025"},"deepinfra":{"modelId":"Qwen/Qwen3.6-35B-A3B","providerModelId":"Qwen/Qwen3.6-35B-A3B"},"featherless-ai":{"modelId":"Qwen/Qwen3.6-27B","providerModelId":"Qwen/Qwen3.6-27B"},"fireworks-ai":{"modelId":"moonshotai/Kimi-K2.6","providerModelId":"accounts/fireworks/models/kimi-k2p6"},"groq":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/llama-4-scout-17b-16e-instruct"},"novita":{"modelId":"google/gemma-4-31B-it","providerModelId":"google/gemma-4-31b-it"},"nscale":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"},"ovhcloud":{"modelId":"Qwen/Qwen3.6-27B","providerModelId":"Qwen3.6-27B"},"scaleway":{"modelId":"Qwen/Qwen3.5-397B-A17B","providerModelId":"qwen3.5-397b-a17b"},"together":{"modelId":"google/gemma-4-31B-it","providerModelId":"google/gemma-4-31B-it"},"zai-org":{"modelId":"zai-org/GLM-4.6V-Flash","providerModelId":"glm-4.6v-flash"}} }
 conversational />
 
 
diff --git a/docs/inference-providers/tasks/image-to-image.md b/docs/inference-providers/tasks/image-to-image.md
index 9eec94347e..7268c83d44 100644
--- a/docs/inference-providers/tasks/image-to-image.md
+++ b/docs/inference-providers/tasks/image-to-image.md
@@ -37,7 +37,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=image-to-image
-    providersMapping={ {"fal-ai":{"modelId":"black-forest-labs/FLUX.2-dev","providerModelId":"fal-ai/flux-2/edit"},"replicate":{"modelId":"black-forest-labs/FLUX.2-klein-9B","providerModelId":"black-forest-labs/flux-2-klein-9b"},"together":{"modelId":"black-forest-labs/FLUX.2-dev","providerModelId":"black-forest-labs/FLUX.2-dev"},"wavespeed":{"modelId":"black-forest-labs/FLUX.2-dev","providerModelId":"wavespeed-ai/flux-2-dev/edit"}} }
+    providersMapping={ {"fal-ai":{"modelId":"fal/Qwen-Image-Edit-2511-Multiple-Angles-LoRA","providerModelId":"fal-ai/qwen-image-edit-2511/lora"},"replicate":{"modelId":"black-forest-labs/FLUX.2-klein-9B","providerModelId":"black-forest-labs/flux-2-klein-9b"},"together":{"modelId":"black-forest-labs/FLUX.2-dev","providerModelId":"black-forest-labs/FLUX.2-dev"},"wavespeed":{"modelId":"black-forest-labs/FLUX.2-dev","providerModelId":"wavespeed-ai/flux-2-dev/edit"}} }
 />
 
 
diff --git a/docs/inference-providers/tasks/question-answering.md b/docs/inference-providers/tasks/question-answering.md
index e8b9cd2b19..191bfe4d06 100644
--- a/docs/inference-providers/tasks/question-answering.md
+++ b/docs/inference-providers/tasks/question-answering.md
@@ -33,7 +33,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=question-answering
-    providersMapping={ {"hf-inference":{"modelId":"deepset/minilm-uncased-squad2","providerModelId":"deepset/minilm-uncased-squad2"}} }
+    providersMapping={ {"hf-inference":{"modelId":"distilbert/distilbert-base-cased-distilled-squad","providerModelId":"distilbert/distilbert-base-cased-distilled-squad"}} }
 />
 
 
diff --git a/docs/inference-providers/tasks/text-to-image.md b/docs/inference-providers/tasks/text-to-image.md
index d7de2fa462..c6bbf302e2 100644
--- a/docs/inference-providers/tasks/text-to-image.md
+++ b/docs/inference-providers/tasks/text-to-image.md
@@ -33,7 +33,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=text-to-image
-    providersMapping={ {"fal-ai":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"fal-ai/flux/dev"},"hf-inference":{"modelId":"black-forest-labs/FLUX.1-schnell","providerModelId":"black-forest-labs/FLUX.1-schnell"},"nscale":{"modelId":"black-forest-labs/FLUX.1-schnell","providerModelId":"black-forest-labs/FLUX.1-schnell"},"replicate":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"black-forest-labs/flux-dev"},"together":{"modelId":"stabilityai/stable-diffusion-xl-base-1.0","providerModelId":"stabilityai/stable-diffusion-xl-base-1.0"},"wavespeed":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"wavespeed-ai/flux-dev"}} }
+    providersMapping={ {"fal-ai":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"fal-ai/flux/dev"},"hf-inference":{"modelId":"black-forest-labs/FLUX.1-schnell","providerModelId":"black-forest-labs/FLUX.1-schnell"},"nscale":{"modelId":"black-forest-labs/FLUX.1-schnell","providerModelId":"black-forest-labs/FLUX.1-schnell"},"replicate":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"black-forest-labs/flux-dev"},"together":{"modelId":"black-forest-labs/FLUX.1-schnell","providerModelId":"black-forest-labs/FLUX.1-schnell"},"wavespeed":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"wavespeed-ai/flux-dev"}} }
 />
 
 
diff --git a/docs/inference-providers/tasks/zero-shot-classification.md b/docs/inference-providers/tasks/zero-shot-classification.md
index bffe89e72b..80874e7ed3 100644
--- a/docs/inference-providers/tasks/zero-shot-classification.md
+++ b/docs/inference-providers/tasks/zero-shot-classification.md
@@ -32,7 +32,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=zero-shot-classification
-    providersMapping={ {"hf-inference":{"modelId":"MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7","providerModelId":"MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7"}} }
+    providersMapping={ {"hf-inference":{"modelId":"facebook/bart-large-mnli","providerModelId":"facebook/bart-large-mnli"}} }
 />
 
 
diff --git a/scripts/inference-providers/package.json b/scripts/inference-providers/package.json
index 32442df635..48a90222ae 100644
--- a/scripts/inference-providers/package.json
+++ b/scripts/inference-providers/package.json
@@ -15,7 +15,7 @@
   "license": "ISC",
   "dependencies": {
     "@huggingface/inference": "^4.13.18",
-    "@huggingface/tasks": "^0.21.7",
+    "@huggingface/tasks": "^0.21.8",
     "@types/node": "^22.5.0",
     "handlebars": "^4.7.8",
     "node": "^20.17.0",
diff --git a/scripts/inference-providers/pnpm-lock.yaml b/scripts/inference-providers/pnpm-lock.yaml
index 9edd2d32e5..470fe4bf08 100644
--- a/scripts/inference-providers/pnpm-lock.yaml
+++ b/scripts/inference-providers/pnpm-lock.yaml
@@ -12,8 +12,8 @@ importers:
         specifier: ^4.13.18
         version: 4.13.18
       '@huggingface/tasks':
-        specifier: ^0.21.7
-        version: 0.21.7
+        specifier: ^0.21.8
+        version: 0.21.8
       '@types/node':
         specifier: ^22.5.0
         version: 22.5.0
@@ -197,8 +197,8 @@ packages:
     resolution: {integrity: sha512-uWTG+l3VJRsl7EXxYizuL3P+cCPoc3cRqbWWRcQN0FhejRfbdq0RNhCmbY/YDtnTcz9icdLYuLDjsnz4d8JMuw==}
     engines: {node: '>=18'}
 
-  '@huggingface/tasks@0.21.7':
-    resolution: {integrity: sha512-GuEXszIkir4j/Oywp4hXP+wfwojo/SKWA/omroNkzWWgqUGiOQ5p6HuyXcDOcinYnLQW1WsO8fwdEvtLTZbA4w==}
+  '@huggingface/tasks@0.21.8':
+    resolution: {integrity: sha512-+XNkgBks3dPVzSrnngHwsfB0BBjRZKmvmO6f45UDrvjygmZuzPTQN3+vbaMbxsAW2CHfEF6YQT3dAUvVNUGgug==}
 
   '@jridgewell/resolve-uri@3.1.2':
     resolution: {integrity: sha512-bRISgCIjP20/tbWSPWMEi54QVPRZExkuD9lJL+UIxUKtwVJA8wW1Trb1jMs1RFXo1CBTNZ/5hpC9QvmKWdopKw==}
@@ -418,11 +418,11 @@ snapshots:
   '@huggingface/inference@4.13.18':
     dependencies:
       '@huggingface/jinja': 0.5.9
-      '@huggingface/tasks': 0.21.7
+      '@huggingface/tasks': 0.21.8
 
   '@huggingface/jinja@0.5.9': {}
 
-  '@huggingface/tasks@0.21.7': {}
+  '@huggingface/tasks@0.21.8': {}
 
   '@jridgewell/resolve-uri@3.1.2': {}