From 8042da21157f786fbb874023e312b4a59a5944fb Mon Sep 17 00:00:00 2001
From: samdickson22 <sdicks02@calpoly.edu>
Date: Wed, 29 Oct 2025 17:39:02 -0700
Subject: [PATCH 1/4] feat: add Cerebras provider integration

Add Cerebras as a new AI provider with:
- OpenAI-compatible API endpoint (https://api.cerebras.ai/v1)
- 8 models including Llama 4 Scout, Llama 3.3 70B, GPT OSS 120B, and Qwen variants
- Tool calling support for gpt-oss-120b and llama-3.3-70b
- Ultra-fast inference speeds (2000-3000 tokens/s)
- Complete documentation with setup guide and troubleshooting
---
 .../docs/desktop/remote-models/_meta.json     |   3 +
 .../docs/desktop/remote-models/cerebras.mdx   | 133 ++++++++++++++++++
 .../public/images/model-provider/cerebras.png | Bin 0 -> 53938 bytes
 web-app/src/consts/providers.ts               |  91 ++++++++++++
 web-app/src/lib/utils.ts                      |   2 +
 5 files changed, 229 insertions(+)
 create mode 100644 docs/src/pages/docs/desktop/remote-models/cerebras.mdx
 create mode 100644 web-app/public/images/model-provider/cerebras.png

diff --git a/docs/src/pages/docs/desktop/remote-models/_meta.json b/docs/src/pages/docs/desktop/remote-models/_meta.json
index 60268b73c9..ce7a19e0c8 100644
--- a/docs/src/pages/docs/desktop/remote-models/_meta.json
+++ b/docs/src/pages/docs/desktop/remote-models/_meta.json
@@ -2,6 +2,9 @@
   "anthropic": {
     "title": "Anthropic"
   },
+  "cerebras": {
+    "title": "Cerebras"
+  },
   "cohere": {
     "title": "Cohere"
   },
diff --git a/docs/src/pages/docs/desktop/remote-models/cerebras.mdx b/docs/src/pages/docs/desktop/remote-models/cerebras.mdx
new file mode 100644
index 0000000000..1ef1aeaa49
--- /dev/null
+++ b/docs/src/pages/docs/desktop/remote-models/cerebras.mdx
@@ -0,0 +1,133 @@
+---
+title: Cerebras
+description: Learn how to integrate Cerebras with Jan for ultra-fast AI inference.
+keywords:
+  [
+    Jan,
+    Customizable Intelligence, LLM,
+    local AI,
+    privacy focus,
+    free and open source,
+    private and offline,
+    conversational AI,
+    no-subscription fee,
+    large language models,
+    Cerebras,
+    ultra-fast inference,
+    OpenAI compatible,
+  ]
+---
+
+import { Callout, Steps } from 'nextra/components'
+import { Settings, Plus } from 'lucide-react'
+
+# Cerebras
+
+## Overview
+
+Jan supports Cerebras Inference, enabling you to leverage ultra-fast AI inference with speeds up to 3,000 tokens per second. Cerebras offers OpenAI-compatible endpoints, making integration seamless.
+
+## Supported Models
+
+### Production Models
+- **Llama 4 Scout** (`llama-4-scout-17b-16e-instruct`) - 109B parameters, ~2600 tokens/s
+- **Llama 3.1 8B** (`llama3.1-8b`) - 8B parameters, ~2200 tokens/s
+- **Llama 3.3 70B** (`llama-3.3-70b`) - 70B parameters, ~2100 tokens/s, supports tool calling
+- **OpenAI GPT OSS** (`gpt-oss-120b`) - 120B parameters, ~3000 tokens/s, supports tool calling
+- **Qwen 3 32B** (`qwen-3-32b`) - 32B parameters, ~2600 tokens/s
+
+### Preview Models (Evaluation Only)
+- **Qwen 3 235B Instruct** - 235B parameters, ~1400 tokens/s
+- **Qwen 3 235B Thinking** - 235B parameters, ~1700 tokens/s
+- **Qwen 3 Coder 480B** - 480B parameters, ~2000 tokens/s
+
+<Callout type="warning">
+  Preview models are for evaluation only and may be discontinued with short notice.
+
+  The following models are scheduled for deprecation:
+  - Llama 4 Scout - November 3, 2025
+  - Qwen 3 Coder 480B - November 5, 2025
+  - Qwen 3 235B Thinking - November 14, 2025
+</Callout>
+
+## How to Integrate Cerebras with Jan
+
+<Steps>
+
+### Step 1: Configure Cerebras
+
+1. Obtain a Cerebras API key from [Cerebras Cloud](https://cloud.cerebras.ai/api-keys)
+2. In Jan, navigate to **Settings** (<Settings width={16} height={16} style={{display:"inline"}}/>) → **Providers**
+3. Find **Cerebras** in the provider list and toggle it **On**
+4. Click the settings icon next to Cerebras
+
+### Step 2: Enter API Credentials
+
+1. In the **API Key** field, paste your Cerebras API key
+2. The **Base URL** should be pre-filled with `https://api.cerebras.ai/v1`
+3. Click **Save** or the changes will auto-save
+
+### Step 3: Select Models
+
+1. Click **Fetch Models** to retrieve available Cerebras models
+2. Navigate to **Settings** → **Models** or start a new conversation
+3. Select a Cerebras model from the model dropdown
+4. Start chatting with ultra-fast inference!
+
+</Steps>
+
+## Features
+
+### Tool Calling
+Cerebras supports tool calling (function calling) for:
+- `gpt-oss-120b`
+- `llama-3.3-70b`
+
+### Streaming
+All Cerebras models support streaming responses for real-time output.
+
+<Callout type="info">
+  Streaming is not supported for reasoning models when using JSON mode or tool calling together.
+</Callout>
+
+### Developer-Level Instructions (gpt-oss-120b)
+The `gpt-oss-120b` model treats system messages as developer-level instructions, giving them stronger influence than standard OpenAI behavior.
+
+## Limitations
+
+The following OpenAI parameters are **not supported** by Cerebras and will return a 400 error:
+- `frequency_penalty`
+- `logit_bias`
+- `presence_penalty`
+- `parallel_tool_calls`
+- `service_tier`
+
+## Troubleshooting
+
+### Authentication Failed
+- Verify your API key is correct
+- Ensure you have credits in your Cerebras account
+- Check that the API key hasn't expired
+
+### Models Not Loading
+- Click the **Fetch Models** button in provider settings
+- Check your internet connection
+- Verify the base URL is `https://api.cerebras.ai/v1`
+
+### Slow Performance
+- Cerebras offers extremely fast inference (~2000-3000 tokens/s)
+- If experiencing slowness, check your network connection
+- Verify you're using production models, not preview models
+
+## Additional Resources
+
+- [Cerebras Inference Documentation](https://inference-docs.cerebras.ai/)
+- [Cerebras API Reference](https://inference-docs.cerebras.ai/api-reference/chat-completions)
+- [Supported Models](https://inference-docs.cerebras.ai/supported-models)
+- [Cerebras Pricing](https://www.cerebras.ai/pricing)
+
+## Support
+
+For Cerebras-specific issues, contact [Cerebras Support](https://www.cerebras.ai/support).
+
+For Jan integration issues, visit [Jan GitHub](https://github.com/janhq/jan/issues).
diff --git a/web-app/public/images/model-provider/cerebras.png b/web-app/public/images/model-provider/cerebras.png
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/web-app/src/consts/providers.ts b/web-app/src/consts/providers.ts
index d3d8068881..180317cc26 100644
--- a/web-app/src/consts/providers.ts
+++ b/web-app/src/consts/providers.ts
@@ -290,6 +290,97 @@ export const predefinedProviders = [
     ],
     models: [],
   },
+  {
+    active: true,
+    api_key: '',
+    base_url: 'https://api.cerebras.ai/v1',
+    explore_models_url: 'https://inference-docs.cerebras.ai/supported-models',
+    provider: 'cerebras',
+    settings: [
+      {
+        key: 'api-key',
+        title: 'API Key',
+        description:
+          "The Cerebras API uses API keys for authentication. Visit your [API Keys](https://cloud.cerebras.ai/api-keys) page to retrieve the API key you'll use in your requests.",
+        controller_type: 'input',
+        controller_props: {
+          placeholder: 'Insert API Key',
+          value: '',
+          type: 'password',
+          input_actions: ['unobscure', 'copy'],
+        },
+      },
+      {
+        key: 'base-url',
+        title: 'Base URL',
+        description:
+          'The base OpenAI-compatible endpoint to use. See the [Cerebras API documentation](https://inference-docs.cerebras.ai/api-reference/chat-completions) for more information.',
+        controller_type: 'input',
+        controller_props: {
+          placeholder: 'https://api.cerebras.ai/v1',
+          value: 'https://api.cerebras.ai/v1',
+        },
+      },
+    ],
+    models: [
+      {
+        id: 'llama-4-scout-17b-16e-instruct',
+        name: 'Llama 4 Scout (109B params)',
+        version: '1.0',
+        description: 'Fast inference with ~2600 tokens/s. Scheduled for deprecation Nov 3, 2025.',
+        capabilities: ['completion'],
+      },
+      {
+        id: 'llama3.1-8b',
+        name: 'Llama 3.1 8B',
+        version: '1.0',
+        description: 'Compact model with ~2200 tokens/s.',
+        capabilities: ['completion'],
+      },
+      {
+        id: 'llama-3.3-70b',
+        name: 'Llama 3.3 70B',
+        version: '1.0',
+        description: 'Powerful model with ~2100 tokens/s.',
+        capabilities: ['completion', 'tools'],
+      },
+      {
+        id: 'gpt-oss-120b',
+        name: 'OpenAI GPT OSS (120B params)',
+        version: '1.0',
+        description: 'Ultra-fast with ~3000 tokens/s. Supports developer-level system instructions.',
+        capabilities: ['completion', 'tools'],
+      },
+      {
+        id: 'qwen-3-32b',
+        name: 'Qwen 3 32B',
+        version: '1.0',
+        description: 'Fast Qwen model with ~2600 tokens/s.',
+        capabilities: ['completion'],
+      },
+      {
+        id: 'qwen-3-235b-a22b-instruct-2507',
+        name: 'Qwen 3 235B Instruct (Preview)',
+        version: '1.0',
+        description: 'Preview model - evaluation only. ~1400 tokens/s. Deprecates Nov 14, 2025.',
+        capabilities: ['completion'],
+      },
+      {
+        id: 'qwen-3-235b-a22b-thinking-2507',
+        name: 'Qwen 3 235B Thinking (Preview)',
+        version: '1.0',
+        description: 'Preview reasoning model - evaluation only. ~1700 tokens/s. Deprecates Nov 14, 2025.',
+        capabilities: ['completion'],
+      },
+      {
+        id: 'qwen-3-coder-480b',
+        name: 'Qwen 3 Coder 480B (Preview)',
+        version: '1.0',
+        description: 'Preview coding model - evaluation only. ~2000 tokens/s. Deprecates Nov 5, 2025.',
+        capabilities: ['completion'],
+      },
+    ],
+  },
   {
     active: true,
     api_key: '',
diff --git a/web-app/src/lib/utils.ts b/web-app/src/lib/utils.ts
index 6a4fc92acf..09c9858a6d 100644
--- a/web-app/src/lib/utils.ts
+++ b/web-app/src/lib/utils.ts
@@ -46,6 +46,8 @@ export function getProviderLogo(provider: string) {
       return '/images/model-provider/open-router.svg'
     case 'groq':
       return '/images/model-provider/groq.svg'
+    case 'cerebras':
+      return '/images/model-provider/cerebras.png'
     case 'cohere':
       return '/images/model-provider/cohere.svg'
     case 'gemini':

From 99ebced1a9f029f6a2dba112d76941dc5a6cb44b Mon Sep 17 00:00:00 2001
From: samdickson22 <sdicks02@calpoly.edu>
Date: Thu, 30 Oct 2025 13:08:50 -0700
Subject: [PATCH 2/4] fix: add tool calling support to all Cerebras models

All 8 Cerebras models support tool calling according to their official
documentation. Updated capabilities to include 'tools' for:
- llama-4-scout-17b-16e-instruct
- llama3.1-8b
- qwen-3-32b
- qwen-3-235b-a22b-instruct-2507
- qwen-3-235b-a22b-thinking-2507
- qwen-3-coder-480b

Also corrected Llama 4 Scout parameter count from 109B to 17B.
---
 web-app/src/consts/providers.ts | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/web-app/src/consts/providers.ts b/web-app/src/consts/providers.ts
index 180317cc26..20ccdcc5b7 100644
--- a/web-app/src/consts/providers.ts
+++ b/web-app/src/consts/providers.ts
@@ -325,17 +325,17 @@ export const predefinedProviders = [
     models: [
       {
         id: 'llama-4-scout-17b-16e-instruct',
-        name: 'Llama 4 Scout (109B params)',
+        name: 'Llama 4 Scout (17B params)',
         version: '1.0',
         description: 'Fast inference with ~2600 tokens/s. Scheduled for deprecation Nov 3, 2025.',
-        capabilities: ['completion'],
+        capabilities: ['completion', 'tools'],
       },
       {
         id: 'llama3.1-8b',
         name: 'Llama 3.1 8B',
         version: '1.0',
         description: 'Compact model with ~2200 tokens/s.',
-        capabilities: ['completion'],
+        capabilities: ['completion', 'tools'],
       },
       {
         id: 'llama-3.3-70b',
@@ -356,28 +356,28 @@ export const predefinedProviders = [
         name: 'Qwen 3 32B',
         version: '1.0',
         description: 'Fast Qwen model with ~2600 tokens/s.',
-        capabilities: ['completion'],
+        capabilities: ['completion', 'tools'],
       },
       {
         id: 'qwen-3-235b-a22b-instruct-2507',
         name: 'Qwen 3 235B Instruct (Preview)',
         version: '1.0',
         description: 'Preview model - evaluation only. ~1400 tokens/s. Deprecates Nov 14, 2025.',
-        capabilities: ['completion'],
+        capabilities: ['completion', 'tools'],
       },
       {
         id: 'qwen-3-235b-a22b-thinking-2507',
         name: 'Qwen 3 235B Thinking (Preview)',
         version: '1.0',
         description: 'Preview reasoning model - evaluation only. ~1700 tokens/s. Deprecates Nov 14, 2025.',
-        capabilities: ['completion'],
+        capabilities: ['completion', 'tools'],
       },
       {
         id: 'qwen-3-coder-480b',
         name: 'Qwen 3 Coder 480B (Preview)',
         version: '1.0',
         description: 'Preview coding model - evaluation only. ~2000 tokens/s. Deprecates Nov 5, 2025.',
-        capabilities: ['completion'],
+        capabilities: ['completion', 'tools'],
       },
     ],
   },

From 78c754768e1d3a385240e80e7f77bac78788ca60 Mon Sep 17 00:00:00 2001
From: samdickson22 <sdicks02@calpoly.edu>
Date: Thu, 30 Oct 2025 13:19:06 -0700
Subject: [PATCH 3/4] docs: update Cerebras documentation to reflect tool
 calling support on all models

- Corrected Llama 4 Scout parameter count from 109B to 17B
- Added tool calling support notation for all 8 models
- Updated Features section to list all models with tool calling capability
---
 .../docs/desktop/remote-models/cerebras.mdx   | 22 ++++++++++++-------
 1 file changed, 14 insertions(+), 8 deletions(-)

diff --git a/docs/src/pages/docs/desktop/remote-models/cerebras.mdx b/docs/src/pages/docs/desktop/remote-models/cerebras.mdx
index 1ef1aeaa49..4ad7199417 100644
--- a/docs/src/pages/docs/desktop/remote-models/cerebras.mdx
+++ b/docs/src/pages/docs/desktop/remote-models/cerebras.mdx
@@ -30,16 +30,16 @@ Jan supports Cerebras Inference, enabling you to leverage ultra-fast AI inferenc
 ## Supported Models
 
 ### Production Models
-- **Llama 4 Scout** (`llama-4-scout-17b-16e-instruct`) - 109B parameters, ~2600 tokens/s
-- **Llama 3.1 8B** (`llama3.1-8b`) - 8B parameters, ~2200 tokens/s
+- **Llama 4 Scout** (`llama-4-scout-17b-16e-instruct`) - 17B parameters, ~2600 tokens/s, supports tool calling
+- **Llama 3.1 8B** (`llama3.1-8b`) - 8B parameters, ~2200 tokens/s, supports tool calling
 - **Llama 3.3 70B** (`llama-3.3-70b`) - 70B parameters, ~2100 tokens/s, supports tool calling
 - **OpenAI GPT OSS** (`gpt-oss-120b`) - 120B parameters, ~3000 tokens/s, supports tool calling
-- **Qwen 3 32B** (`qwen-3-32b`) - 32B parameters, ~2600 tokens/s
+- **Qwen 3 32B** (`qwen-3-32b`) - 32B parameters, ~2600 tokens/s, supports tool calling
 
 ### Preview Models (Evaluation Only)
-- **Qwen 3 235B Instruct** - 235B parameters, ~1400 tokens/s
-- **Qwen 3 235B Thinking** - 235B parameters, ~1700 tokens/s
-- **Qwen 3 Coder 480B** - 480B parameters, ~2000 tokens/s
+- **Qwen 3 235B Instruct** - 235B parameters, ~1400 tokens/s, supports tool calling
+- **Qwen 3 235B Thinking** - 235B parameters, ~1700 tokens/s, supports tool calling
+- **Qwen 3 Coder 480B** - 480B parameters, ~2000 tokens/s, supports tool calling
 
 <Callout type="warning">
   Preview models are for evaluation only and may be discontinued with short notice.
@@ -79,9 +79,15 @@ Jan supports Cerebras Inference, enabling you to leverage ultra-fast AI inferenc
 ## Features
 
 ### Tool Calling
-Cerebras supports tool calling (function calling) for:
-- `gpt-oss-120b`
+All Cerebras models support tool calling (function calling):
+- `llama-4-scout-17b-16e-instruct`
+- `llama3.1-8b`
 - `llama-3.3-70b`
+- `gpt-oss-120b`
+- `qwen-3-32b`
+- `qwen-3-235b-a22b-instruct-2507`
+- `qwen-3-235b-a22b-thinking-2507`
+- `qwen-3-coder-480b`
 
 ### Streaming
 All Cerebras models support streaming responses for real-time output.

From 6b621bd172187d736eef0764596e08cd205ec4a9 Mon Sep 17 00:00:00 2001
From: samdickson22 <sdicks02@calpoly.edu>
Date: Fri, 31 Oct 2025 14:46:15 -0700
Subject: [PATCH 4/4] fix: limit Cerebras tool calling to compatible models

Disable tool calling for 5 Cerebras models that reject JSON schema
validation fields (minimum, maximum, default). Only gpt-oss-120b,
llama-3.3-70b, and qwen-3-coder-480b support tools with Jan's RAG
tool schemas.

Root cause: Models have inconsistent JSON schema validation strictness.
Most models reject requests containing unsupported fields like minimum/maximum
in tool parameter schemas, while 3 models are more lenient.

Error returned by strict models:
"Unsupported JSON schema fields: {'maximum', 'minimum'}"

Models with tools disabled:
- llama-4-scout-17b-16e-instruct
- llama3.1-8b
- qwen-3-32b
- qwen-3-235b-a22b-instruct-2507
- qwen-3-235b-a22b-thinking-2507
---
 .../docs/desktop/remote-models/cerebras.mdx   | 19 +++++++------------
 web-app/src/consts/providers.ts               | 10 +++++-----
 2 files changed, 12 insertions(+), 17 deletions(-)

diff --git a/docs/src/pages/docs/desktop/remote-models/cerebras.mdx b/docs/src/pages/docs/desktop/remote-models/cerebras.mdx
index 4ad7199417..ca43e6cf30 100644
--- a/docs/src/pages/docs/desktop/remote-models/cerebras.mdx
+++ b/docs/src/pages/docs/desktop/remote-models/cerebras.mdx
@@ -30,15 +30,15 @@ Jan supports Cerebras Inference, enabling you to leverage ultra-fast AI inferenc
 ## Supported Models
 
 ### Production Models
-- **Llama 4 Scout** (`llama-4-scout-17b-16e-instruct`) - 17B parameters, ~2600 tokens/s, supports tool calling
-- **Llama 3.1 8B** (`llama3.1-8b`) - 8B parameters, ~2200 tokens/s, supports tool calling
+- **Llama 4 Scout** (`llama-4-scout-17b-16e-instruct`) - 17B parameters, ~2600 tokens/s
+- **Llama 3.1 8B** (`llama3.1-8b`) - 8B parameters, ~2200 tokens/s
 - **Llama 3.3 70B** (`llama-3.3-70b`) - 70B parameters, ~2100 tokens/s, supports tool calling
 - **OpenAI GPT OSS** (`gpt-oss-120b`) - 120B parameters, ~3000 tokens/s, supports tool calling
-- **Qwen 3 32B** (`qwen-3-32b`) - 32B parameters, ~2600 tokens/s, supports tool calling
+- **Qwen 3 32B** (`qwen-3-32b`) - 32B parameters, ~2600 tokens/s
 
 ### Preview Models (Evaluation Only)
-- **Qwen 3 235B Instruct** - 235B parameters, ~1400 tokens/s, supports tool calling
-- **Qwen 3 235B Thinking** - 235B parameters, ~1700 tokens/s, supports tool calling
+- **Qwen 3 235B Instruct** - 235B parameters, ~1400 tokens/s
+- **Qwen 3 235B Thinking** - 235B parameters, ~1700 tokens/s
 - **Qwen 3 Coder 480B** - 480B parameters, ~2000 tokens/s, supports tool calling
 
 <Callout type="warning">
@@ -79,14 +79,9 @@ Jan supports Cerebras Inference, enabling you to leverage ultra-fast AI inferenc
 ## Features
 
 ### Tool Calling
-All Cerebras models support tool calling (function calling):
-- `llama-4-scout-17b-16e-instruct`
-- `llama3.1-8b`
-- `llama-3.3-70b`
+The following Cerebras models support tool calling (function calling):
 - `gpt-oss-120b`
-- `qwen-3-32b`
-- `qwen-3-235b-a22b-instruct-2507`
-- `qwen-3-235b-a22b-thinking-2507`
+- `llama-3.3-70b`
 - `qwen-3-coder-480b`
 
 ### Streaming
diff --git a/web-app/src/consts/providers.ts b/web-app/src/consts/providers.ts
index 20ccdcc5b7..e8b72303da 100644
--- a/web-app/src/consts/providers.ts
+++ b/web-app/src/consts/providers.ts
@@ -328,14 +328,14 @@ export const predefinedProviders = [
         name: 'Llama 4 Scout (17B params)',
         version: '1.0',
         description: 'Fast inference with ~2600 tokens/s. Scheduled for deprecation Nov 3, 2025.',
-        capabilities: ['completion', 'tools'],
+        capabilities: ['completion'],
       },
       {
         id: 'llama3.1-8b',
         name: 'Llama 3.1 8B',
         version: '1.0',
         description: 'Compact model with ~2200 tokens/s.',
-        capabilities: ['completion', 'tools'],
+        capabilities: ['completion'],
       },
       {
         id: 'llama-3.3-70b',
@@ -356,21 +356,21 @@ export const predefinedProviders = [
         name: 'Qwen 3 32B',
         version: '1.0',
         description: 'Fast Qwen model with ~2600 tokens/s.',
-        capabilities: ['completion', 'tools'],
+        capabilities: ['completion'],
       },
       {
         id: 'qwen-3-235b-a22b-instruct-2507',
         name: 'Qwen 3 235B Instruct (Preview)',
         version: '1.0',
         description: 'Preview model - evaluation only. ~1400 tokens/s. Deprecates Nov 14, 2025.',
-        capabilities: ['completion', 'tools'],
+        capabilities: ['completion'],
       },
       {
         id: 'qwen-3-235b-a22b-thinking-2507',
         name: 'Qwen 3 235B Thinking (Preview)',
         version: '1.0',
         description: 'Preview reasoning model - evaluation only. ~1700 tokens/s. Deprecates Nov 14, 2025.',
-        capabilities: ['completion', 'tools'],
+        capabilities: ['completion'],
       },
       {
         id: 'qwen-3-coder-480b',