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fix: link to recommendations
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docs/customize/deep-dives/autocomplete.mdx

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sidebarTitle: Autocomplete
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---
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<Info>
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For a comprehensive comparison of all autocomplete models, see our [model recommendations table](/customization/models#recommended-models).
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</Info>
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## How to Set Up Autocomplete in Continue with Codestral (Recommended)
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If you want to have the best autocomplete experience, we recommend using Codestral, which is available through the [Mistral API](https://console.mistral.ai/). To do this, obtain an API key and add it to your config:

docs/customize/model-roles/00-intro.mdx

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These roles can be specified for a `config.yaml` model block using `roles`. See the [YAML Specification](/reference#models) for more details.
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<Info>
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For recommendations on which models work best for each role, see our [comprehensive model recommendations](/customization/models#recommended-models).
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</Info>
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## Selecting model roles
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You can control which of the models in your assistant for a given role will be currently used for that role. Above the main input, click the 3 dots and then the cube icon to expand the `Models` section. Then you can use the dropdowns to select an active model for each role.

docs/customize/model-roles/apply.mdx

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## Recommended Apply models
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<Info>
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For the latest Apply model recommendations, see our [comprehensive model recommendations](/customization/models#recommended-models).
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</Info>
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We recommend [Morph Fast Apply](https://morphllm.com) or [Relace's Instant Apply model](https://hub.continue.dev/relace/instant-apply) for the fastest Apply experience. You can sign up for Morph's free tier [here](https://morphllm.com/dashboard) or get a Relace API key [here](https://app.relace.ai/settings/api-keys).
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However, most Chat models can also be used for applying code changes. We recommend smaller/cheaper models for the task, such as Claude 3.5 Haiku.

docs/customize/model-roles/autocomplete.mdx

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## Recommended Autocomplete models
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Visit the [Autocomplete Deep Dive](../deep-dives/autocomplete) for recommended models and more details.
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<Info>
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See our [comprehensive model recommendations](/customization/models#recommended-models) for the best autocomplete models, including both open and closed options.
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</Info>
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Visit the [Autocomplete Deep Dive](../deep-dives/autocomplete) for detailed setup instructions and configuration options.
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## Prompt templating
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docs/customize/model-roles/chat.mdx

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## Recommended Chat models
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<Info>
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For the latest and most comprehensive model recommendations, see our [model recommendations table](/customization/models#recommended-models).
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</Info>
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## Best overall experience
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For the best overall Chat experience, you will want to use a 400B+ parameter model or one of the frontier models.
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### Claude Sonnet 3.7 from Anthropic
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### Claude Opus 4.1 and Claude Sonnet 4 from Anthropic
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Our current top recommendation is Claude 3.7 Sonnet from [Anthropic](../model-providers/top-level/anthropic).
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Our current top recommendations are Claude Opus 4.1 and Claude Sonnet 4 from [Anthropic](../model-providers/top-level/anthropic).
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<Tabs>
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<Tab title="Hub">
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View the [Claude 3.7 Sonnet model block](https://hub.continue.dev/anthropic/claude-3-7-sonnet) on the hub.
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View the [Claude Opus 4.1 model block](https://hub.continue.dev/anthropic/claude-4-1-opus) or [Claude Sonnet 4 model block](https://hub.continue.dev/anthropic/claude-4-sonnet) on the hub.
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</Tab>
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<Tab title="YAML">
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```yaml title="config.yaml"
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models:
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- name: Claude 3.7 Sonnet
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- name: Claude Opus 4.1
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provider: anthropic
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model: claude-3-7-sonnet-latest
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model: claude-4-1-opus
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apiKey: <YOUR_ANTHROPIC_API_KEY>
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```
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{
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"models": [
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{
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"title": "Claude 3.5 Sonnet",
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"title": "Claude Opus 4.1",
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"provider": "anthropic",
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"model": "claude-3-5-sonnet-latest",
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"model": "claude-4-1-opus",
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"apiKey": "<YOUR_ANTHROPIC_API_KEY>"
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}
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]

docs/customize/model-roles/edit.mdx

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Explore edit models in [the hub](https://hub.continue.dev/explore/models?roles=edit). Generally, our recommendations for Edit overlap with recommendations for Chat.
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<Info>
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See our [comprehensive model recommendations](/customization/models#recommended-models) for the best models for Edit and Chat roles.
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</Info>
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## Prompt templating
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You can customize the prompt template used for editing code by setting the `promptTemplates.edit` property in your model configuration. Continue uses [Handlebars syntax](https://handlebarsjs.com/guide/) for templating.

docs/customize/model-roles/embeddings.mdx

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## Recommended embedding models
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<Info>
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See our [comprehensive model recommendations](/customization/models#recommended-models) for the best embedding models comparison.
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</Info>
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If you have the ability to use any model, we recommend `voyage-code-3`, which is listed below along with the rest of the options for embeddings models.
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If you want to generate embeddings locally, we recommend using `nomic-embed-text` with [Ollama](../model-providers/top-level/ollama#embeddings-model).

docs/customize/model-roles/reranking.mdx

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## Recommended reranking models
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<Info>
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For a comparison of all reranking models including open and closed options, see our [comprehensive model recommendations](/customization/models#recommended-models).
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</Info>
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If you have the ability to use any model, we recommend `rerank-2` by Voyage AI, which is listed below along with the rest of the options for rerankers.
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### Voyage AI

docs/features/agent/model-setup.mdx

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The models you set up for Chat mode will be used with Agent mode if the model supports tool calling. The recommended models and how to set them up can be found [here](/features/chat/model-setup).
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<Info>
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For the latest recommendations on the best models for Agent/Plan mode, see our [comprehensive model recommendations](/customization/models#recommended-models).
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</Info>
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## How System Message Tools Work
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<Info>

docs/features/autocomplete/model-setup.mdx

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Setting up the right model for autocomplete is crucial for a smooth coding experience. Here are our top recommendations:
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<Info>
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For a complete comparison of all autocomplete models, see our [comprehensive model recommendations](/customization/models#recommended-models).
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</Info>
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## Recommended Models for Autocomplete in Continue
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### Hosted (Best Performance)

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