50 pages for native.

Or, for the model with the same capabilities and no access approval requirement: Claude Developer Platform · in the page about-claude/models/migration-guide …Anthropic account team to discuss data retention configuration. Alternatively, you can configure data retention per workspace. See [Model-specific data retention requirements](https://platform.claude… Create an instance of the Claude API client Claude Developer Platform · in the page about-claude/use-case-guides/ticket-routing …ired also expands, potentially making the prompt unwieldy. As an alternative, you can consider implementing a hierarchical classification system using a mixture of classifiers. 1. Organize your inten… PDF Processing Claude Developer Platform · in the page agents-and-tools/agent-skills/best-practices …abases` * `testing-code` * `writing-documentation` **Acceptable alternatives:** * Noun phrases: `pdf-processing`, `spreadsheet-analysis` * Action-oriented: `process-pdfs`, `analyze-spreadsheets` **… Edit docker-compose.yaml: increment the integer in the setup service's Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/deploy-compose …CA you register in the Console. The server certificate's Subject Alternative Name (SAN) must include `*.<tunnel-domain>` per the [certificate requirements](https://platform.claude.com/docs/en/agents-a… reference Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/reference …present and matching the CA's `SubjectKeyIdentifier`. * Subject Alternative Name includes a DNS name matching `<route>.<tunnel-domain>`. A wildcard `*.<tunnel-domain>` covers all routes. * If the `Ex… troubleshooting Claude Developer Platform · in the page agents-and-tools/mcp-tunnels/troubleshooting …server certificate has not expired. * The certificate's Subject Alternative Name matches `*.<tunnel-domain>`. * The signing CA is registered with Anthropic for this tunnel. See the [certificate requ… advisor-tool Claude Developer Platform · in the page agents-and-tools/tool-use/advisor-tool …e call is cheaper than committing to the wrong branch. ``` #### Alternative system prompt for Haiku on coding workloads Claude Haiku 4.5 applies the default advisor guidance conservatively. That kee… browser-use-tool Claude Developer Platform · in the page agents-and-tools/tool-use/browser-use-tool …type="file">` element directly, which is more reliable than driving a native file chooser. Its `target` is a reference only, because the call needs the element's identity, and it takes `paths`, `docum… computer-use-tool Claude Developer Platform · in the page agents-and-tools/tool-use/computer-use-tool …t. In applications where scrolling doesn't take effect, keyboard alternatives such as Page Down can help. 5. **Spreadsheet interaction:** Use the fine-grained mouse control actions (`left_mouse_down`,… handle-tool-calls Claude Developer Platform · in the page agents-and-tools/tool-use/handle-tool-calls …will transparently handle these errors and attempt to provide an alternative response or explanation to the user. Unlike client tools, you do not need to handle `is_error` results for server tools.… Process results programmatically Claude Developer Platform · in the page agents-and-tools/tool-use/programmatic-tool-calling …re-sampled between the tool calls inside one code execution ## Alternative implementations Programmatic tool calling is a generalizable pattern that can also be implemented on your own infrastructu… Log at info level Claude Developer Platform · in the page agents-and-tools/tool-use/tool-runner …her SDKs don't expose that hook. Their tabs describe the closest alternative: <Tabs> <Tab title="Python"> ```python client = anthropic.Anthropic() # ... runner = client.beta.message… claude-in-amazon-bedrock Claude Developer Platform · in the page build-with-claude/claude-in-amazon-bedrock …ock description: Access Claude models through Amazon Bedrock with AWS-native authentication, billing, and security boundaries. --- This guide walks you through setting up and making API calls to Clau… claude-in-microsoft-foundry Claude Developer Platform · in the page build-with-claude/claude-in-microsoft-foundry …escription: Access Claude models through Microsoft Foundry with Azure-native endpoints and authentication. --- This guide shows you how to set up and make API calls to Claude in Microsoft Foundry usi… claude-on-amazon-bedrock-legacy Claude Developer Platform · in the page build-with-claude/claude-on-amazon-bedrock-legacy …ropic/v1/messages` with SSE streaming. For an Anthropic-operated alternative with AWS Marketplace billing and typically same-day feature access, see [Claude Platform on AWS](https://platform.claude.co… claude-platform-on-aws Claude Developer Platform · in the page build-with-claude/claude-platform-on-aws …| AWS (native service) | AWS (native service)… context-editing Claude Developer Platform · in the page build-with-claude/context-editing …ntext continuity * **Client-side SDK compaction** - An SDK-based alternative for summary-based context management (server-side compaction is generally preferred) | Approach | Where it runs | S… This will automatically use the environment variable VOYAGE_API_KEY. Claude Developer Platform · in the page build-with-claude/embeddings …ill automatically use the environment variable VOYAGE_API_KEY. # Alternatively, you can use vo = voyageai.Client(api_key="<your secret key>") texts = ["Sample text 1", "Sample text 2"] result = vo.e… multilingual-support Claude Developer Platform · in the page build-with-claude/multilingual-support …uency, you can prompt Claude to use "idiomatic speech as if it were a native speaker." 2. **Use native scripts:** Submit text in its native script rather than transliteration for optimal results. 3. *… pdf-support Claude Developer Platform · in the page build-with-claude/pdf-support …pdf_url, follow_redirects=True).content ).decode("utf-8") # Alternative: Load from a local file # with open("document.pdf", "rb") as f: # pdf_data = base64.standard_b64encode(f.read()).de… preserved-thinking Claude Developer Platform · in the page build-with-claude/preserved-thinking …stays valid. If you'd rather not depend on the beta header, the alternative is to strip the `thinking` and `redacted_thinking` blocks from the kept assistant turns yourself when you build the compact… Request 2 caches its request content (not the response) Claude Developer Platform · in the page build-with-claude/prompt-caching …om/docs/en/build-with-claude/prompt-caching#automatic-caching)). Alternatively, include at least one `cache_control` breakpoint on individual content blocks ([explicit cache breakpoints](https://platf… claude-prompting-best-practices Claude Developer Platform · in the page build-with-claude/prompt-engineering/claude-prompting-best-practices …o not start with phrases like 'Here is...', 'Based on...', etc." Alternatively, direct the model to output within XML tags, use structured outputs, or use tool calling. If the occasional preamble slip… prompting-claude-opus-4-8 Claude Developer Platform · in the page build-with-claude/prompt-engineering/prompting-claude-opus-4-8 …variety. Two approaches work reliably: **1. Specify a concrete alternative.** The model follows explicit specs precisely: ```text wrap Design a desktop landing page for a supplement brand called AE… prompting-claude-opus-5 Claude Developer Platform · in the page build-with-claude/prompt-engineering/prompting-claude-opus-5 …es the model explicit permission to speak before a tool call, an alternative to forcing a call when no tool fits, and a general rule against internal tags: ```text wrap When you use a tool, you may s… prompting-claude-sonnet-5 Claude Developer Platform · in the page build-with-claude/prompt-engineering/prompting-claude-sonnet-5 …variety. Two approaches work reliably: **1. Specify a concrete alternative.** The model follows explicit specs precisely: ```text wrap Design a desktop landing page for a supplement brand called AE… structured-outputs Claude Developer Platform · in the page build-with-claude/structured-outputs …he following examples show the SDK helper syntax. </Note> #### Using native schema definitions Instead of writing raw JSON schemas, you can use familiar schema definition tools in your language: *… thinking-troubleshooting Claude Developer Platform · in the page build-with-claude/thinking-troubleshooting …nking.block_binding.prefix_mismatch_behavior` to `"drop_block"`. Alternatively, strip every `thinking` and `redacted_thinking` block from the history (at minimum the named block and every one after it… vision Claude Developer Platform · in the page build-with-claude/vision …width / 28⌉ × ⌈height / 28⌉` visual tokens. Each model has a maximum native image resolution, expressed as a long-edge limit and a visual-token limit. Images larger than either limit are downscaled b… vision-coordinates Claude Developer Platform · in the page build-with-claude/vision-coordinates …ge Claude sees: your image after Claude resizes it to fit the model's native resolution (see [How Claude resizes and pads images](https://platform.claude.com/docs/en/build-with-claude/vision-coordinat… openai-sdk Claude Developer Platform · in the page cli-sdks-libraries/libraries/openai-sdk …atform.claude.com/docs/en/build-with-claude/prompt-caching)), use the native [Claude API](https://platform.claude.com/docs/en/api/overview). </Tip> ## Getting started with the OpenAI SDK To use the… For Amazon Bedrock support Claude Developer Platform · in the page cli-sdks-libraries/sdks/python …various helpers including accumulation and SDK-specific events. Alternatively, you can use `client.messages.create(..., stream=True)` which only returns an iterable of the events in the stream and us… Automatically handles tool execution loop Claude Developer Platform · in the page cli-sdks-libraries/sdks/ruby …eded. page.auto_paging_each do |batch| puts(batch.id) end ``` Alternatively, you can use the `#next_page?` and `#next_page` methods for more granular control working with pages. ```ruby anthropic… typescript Claude Developer Platform · in the page cli-sdks-libraries/sdks/typescript …licitly setting `dangerouslyAllowBrowser` to `true`. Note that React Native is not supported at this time. If you are interested in other runtime environments, open or upvote an issue on the [GitHub… api-and-data-retention Claude Developer Platform · in the page manage-claude/api-and-data-retention …AA readiness?"> No. HIPAA-ready API access is designed as an alternative to ZDR for organizations handling PHI. With HIPAA readiness enabled, you get access to supported API features while maintai… cmek-azure-key-vault Claude Developer Platform · in the page manage-claude/cmek-azure-key-vault …lient-us` service principal. <Note> **Dedicated vault alternative:** Microsoft recommends a dedicated vault per application with roles assigned at the vault scope. If you provision a vault… compliance-sessions Claude Developer Platform · in the page manage-claude/compliance-sessions …-sessions#retrieve-remote-sessions) with the OpenTelemetry-based alternatives available for Cowork and Claude Code, [Cowork's OpenTelemetry logging](https://support.claude.com/en/articles/14477985-mon… inference-hooks Claude Developer Platform · in the page manage-claude/inference-hooks …nscript as it arrives and always return `allow`, as a push-based alternative to polling the [Compliance API](https://platform.claude.com/docs/en/manage-claude/compliance-api). * **Prompt telemetry.**… inference-hooks-endpoint Claude Developer Platform · in the page manage-claude/inference-hooks-endpoint …lly and persist the frame after responding. This is a push-based alternative to polling the [Compliance API](https://platform.claude.com/docs/en/manage-claude/compliance-api), and answering before you… aws Claude Developer Platform · in the page manage-claude/wif-providers/aws …as AWS credentials: Lambda, EC2, ECS, and EKS. EKS workloads can alternatively use the [Kubernetes projected-token path](https://platform.claude.com/docs/en/manage-claude/wif-providers/aws#use-eks-pro… Create the app registration that represents the Claude API audience. Claude Developer Platform · in the page manage-claude/wif-providers/azure …o the Anthropic SDK as the identity token. <Tip> AKS pods can alternatively skip the Entra exchange and present the Kubernetes-projected service account token to Anthropic directly. That path regis… github-actions Claude Developer Platform · in the page manage-claude/wif-providers/github-actions …ally (or wrap it in a background loop) to keep the file current. Alternatively, pass a token-provider callback to the SDK that calls `ACTIONS_ID_TOKEN_REQUEST_URL` directly instead of using the file p… kubernetes Claude Developer Platform · in the page manage-claude/wif-providers/kubernetes …cted service-account token, cluster API server as the OIDC issuer) is native to Kubernetes itself, so it underlies every Kubernetes distribution. If you run on a managed Kubernetes service, the cloud… okta Claude Developer Platform · in the page manage-claude/wif-providers/okta …y** (`private_key_jwt`) and register your workload's public JWK. Alternatively, use a client secret if your environment can store one securely. For the following example you may need to disable the DP… Replace NODE_UID with the node's UID: Claude Developer Platform · in the page manage-claude/wif-providers/spiffe …er does not run SPIRE and you want to authenticate with the cluster's native projected service-account tokens instead, see [Use WIF with Kubernetes](https://platform.claude.com/docs/en/manage-claude/w… Opus migration Claude Developer Platform · in the page models/opus-5/migration-guide …e.com/docs/en/agents-and-tools/tool-use/web-fetch-tool), plan an alternative: it is not available on Claude Opus 5. * If your organization has a [Priority Tier](https://platform.claude.com/docs/en/api… overview Claude Developer Platform · in the page release-notes/overview …ted sandboxes are now available for Claude Managed Agents, as an alternative to running tool execution in Anthropic's infrastructure. See [Self-hosted sandboxes](https://platform.claude.com/docs/en/ma… claude-fable-5 Claude Developer Platform · in the page release-notes/system-prompts/claude-fable-5 …oids being heavy-handed or repetitive with its views, and offers alternative perspectives where relevant so the person can navigate for themselves. Claude treats moral and political questions as sinc… claude-fable-5-1 Claude Developer Platform · in the page release-notes/system-prompts/claude-fable-5-1 …, and it does not work around a declined request by swapping in "alternative" elements that still combine into the same recognizable image. When Claude declines and offers something else, what it deli… claude-haiku-3-5 Claude Developer Platform · in the page release-notes/system-prompts/claude-haiku-3-5 …nce this comes across as preachy and annoying. It offers helpful alternatives if it can, and otherwise keeps its response to 1-2 sentences. Claude provides the shortest answer it can to the person's…