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whats-new-fable-5-1 Claude Developer Platform · in the page models/fable-5-1/whats-new-fable-5-1 …ble-5-1/whats-new-fable-5-1#thinking-blocks-are-tied-to-the-model-that-produced-them). * [Editing earlier turns invalidates thinking blocks](https://platform.claude.com/docs/en/models/fable-5-1/whats-… overview Claude Developer Platform · in the page models/fable-5/overview …m on AWS](https://platform.claude.com/docs/en/build-with-claude/claude-platform-on-aws) | `claude-fable-5` | | [Claude Models on Google Cl… overview Claude Developer Platform · in the page models/haiku-4-5/overview …m on AWS](https://platform.claude.com/docs/en/build-with-claude/claude-platform-on-aws) | `claude-haiku-4-5` | | [Claude Mod… migration-guide Claude Developer Platform · in the page models/haiku-5-5/migration-guide …rm.claude.com/docs/en/models/haiku-5-5/migration-guide#remove-sampling-parameters). 6. If your requests end `messages` with an assistant turn for the model to continue, end them with a user turn inste… overview Claude Developer Platform · in the page models/haiku-5-5/overview …m on AWS](https://platform.claude.com/docs/en/build-with-claude/claude-platform-on-aws) | `claude-haiku-5-5` | | [Claude Models on Google… whats-new-haiku-5-5 Claude Developer Platform · in the page models/haiku-5-5/whats-new-haiku-5-5 …(https://platform.claude.com/docs/en/about-claude/pricing#long-context-pricing). | | [Browser use tool](https://platform.claude.com/docs/en/agents-and-tools/tool-use/browser-use-tool)… overview Claude Developer Platform · in the page models/mythos-5-1/overview …Batch API](https://platform.claude.com/docs/en/build-with-claude/batch-processing) | 50% discount on input and output | [Full price list](https://platform.claude.com/docs/en/about-claude/pricing)… overview Claude Developer Platform · in the page models/mythos-5/overview …Batch API](https://platform.claude.com/docs/en/build-with-claude/batch-processing) | 50% discount on input and output | [Full price list](https://platform.claude.com/docs/en/about-claude/pricing)… overview Claude Developer Platform · in the page models/opus-4-5/overview …m on AWS](https://platform.claude.com/docs/en/build-with-claude/claude-platform-on-aws) | `claude-opus-4-5` | | [Claude Mode… overview Claude Developer Platform · in the page models/opus-4-6/overview …m on AWS](https://platform.claude.com/docs/en/build-with-claude/claude-platform-on-aws) | `claude-opus-4-6` | | [Claude Models on Googl… overview Claude Developer Platform · in the page models/opus-4-7/overview …m on AWS](https://platform.claude.com/docs/en/build-with-claude/claude-platform-on-aws) | `claude-opus-4-7` | | [Claude Models on Google C… overview Claude Developer Platform · in the page models/opus-4-8/overview …m on AWS](https://platform.claude.com/docs/en/build-with-claude/claude-platform-on-aws) | `claude-opus-4-8` | | [Claude Models on Google C… migration-guide Claude Developer Platform · in the page models/opus-5-5/migration-guide …latform.claude.com/docs/en/build-with-claude/prompt-engineering/claude-prompting-best-practices). ### Claude Sonnet 5 only * If you rebuild conversation history to update instructions, consider swit… overview Claude Developer Platform · in the page models/opus-5-5/overview …opus-5-5/whats-new-opus-5-5#thinking-blocks-are-tied-to-the-model-that-produced-them), and, on the Claude API and Claude Models on Google Cloud (Google managed), [the earlier `computer_20251124` compu… whats-new-opus-5-5 Claude Developer Platform · in the page models/opus-5-5/whats-new-opus-5-5 …opus-5-5/whats-new-opus-5-5#thinking-blocks-are-tied-to-the-model-that-produced-them), and, on the Claude API and Claude Models on Google Cloud (Google managed), [the earlier `computer_20251124` compu… overview Claude Developer Platform · in the page models/opus-5/overview …m on AWS](https://platform.claude.com/docs/en/build-with-claude/claude-platform-on-aws) | `claude-opus-5` | | [Claude Models on Google Clo… Models overview Claude Developer Platform · in the page models/overview …n AWS ID](https://platform.claude.com/docs/en/build-with-claude/claude-platform-on-aws) | `claude-fable-5-1`… overview Claude Developer Platform · in the page models/sonnet-4-5/overview …m on AWS](https://platform.claude.com/docs/en/build-with-claude/claude-platform-on-aws) | `claude-sonnet-4-5` | | [Claude Mo… overview Claude Developer Platform · in the page models/sonnet-4-6/overview …m on AWS](https://platform.claude.com/docs/en/build-with-claude/claude-platform-on-aws) | `claude-sonnet-4-6` | | [Claude Models on Google… migration-guide Claude Developer Platform · in the page models/sonnet-5-5/migration-guide …with-claude/prompt-engineering/prompting-claude-sonnet-5-5#user-facing-progress-updates). ### Safety classifiers and fallback Claude Sonnet 5.5 declines in more categories than Claude Sonnet 5. A de… overview Claude Developer Platform · in the page models/sonnet-5-5/overview …et-5-5/whats-new-sonnet-5-5#thinking-blocks-are-tied-to-the-model-that-produced-them). * On the Claude API and Claude Models on Google Cloud (Google managed), [the earlier `computer_20251124` computer… whats-new-sonnet-5-5 Claude Developer Platform · in the page models/sonnet-5-5/whats-new-sonnet-5-5 …et-5-5/whats-new-sonnet-5-5#thinking-blocks-are-tied-to-the-model-that-produced-them). * On the Claude API and Claude Models on Google Cloud (Google managed), [the earlier `computer_20251124` computer… overview Claude Developer Platform · in the page models/sonnet-5/overview …m on AWS](https://platform.claude.com/docs/en/build-with-claude/claude-platform-on-aws) | `claude-sonnet-5` | | [Claude Models on Google C… overview Claude Developer Platform · in the page release-notes/overview …[user profiles](https://platform.claude.com/docs/en/manage-claude/user-profiles), so you can see whether Anthropic has restricted or banned one of your end customers. To find the profiles that have an… overview Claude Developer Platform · in the page resources/overview …System Card" icon="file" href="https://www.anthropic.com/claude-mythos-preview-system-card"> Detailed documentation of Claude Mythos Preview. </Card> <Card title="Claude Sonnet 4.6 System Car… develop-tests Claude Developer Platform · in the page test-and-evaluate/develop-tests …final validation, ship](https://platform.claude.com/docs/images/how-to-prompt-eng.svg) </Frame> ## Define your success criteria Good success criteria are: * **Specific:** Clearly define what you wa… handle-streaming-refusals Claude Developer Platform · in the page test-and-evaluate/strengthen-guardrails/handle-streaming-refusals …age Batch](https://platform.claude.com/docs/en/build-with-claude/batch-processing) is returned as a succeeded result with `stop_reason`: `"refusal"`, not as an errored result. * **Centralize handling… increase-consistency Claude Developer Platform · in the page test-and-evaluate/strengthen-guardrails/increase-consistency …issues reported with very large datasets - Dependent on third-party cloud infrastructure (AWS) </weaknesses> <opportunities> - Expanding into predictive analytics and AI-d… mitigate-jailbreaks Claude Developer Platform · in the page test-and-evaluate/strengthen-guardrails/mitigate-jailbreaks …mpt injection**, where the user is trusted but Claude processes *third-party content* (webpages, emails, documents, tool results) that contains adversarial instructions. ## Jailbreaks and direct prom… reduce-latency Claude Developer Platform · in the page test-and-evaluate/strengthen-guardrails/reduce-latency …latform.claude.com/docs/en/build-with-claude/prompt-engineering/claude-prompting-best-practices#be-clear-and-direct) on your use case and might not make the intended inferences if instructions are unc… Use Claude Code with a screen reader Claude Code CLI · in the page accessibility …with plain, linear text. Instead of boxes, progress animations, and in-place redraws, Claude Code prints labeled lines that a screen reader such as VoiceOver or NVDA reads in order. You can hold a ful… Set up Claude Code for your organization Claude Code CLI · in the page admin-setup ….com/en/articles/11845131-use-claude-code-with-your-team-or-enterprise-plan) for those steps. | Decision | What you're choosing | Reference | | :- | :- | :- | | [Choose your API provider](#choose-you… Escalate hard decisions with the advisor tool Claude Code CLI · in the page advisor …erminal picker: in [non-interactive mode](/docs/en/headless.md) with `-p`, in the Agent SDK, in the desktop app, and over [Remote Control](/docs/en/remote-control.md). This requires Claude Code v2.1.2… How the agent loop works Claude Code CLI · in the page agent-sdk/agent-loop …apart from reads from [network paths](/docs/en/permissions.md#network-paths). Tools not listed are still available, and calls to them that need approval fall through to the permission mode and `canUs… Use Claude Code features in the SDK Claude Code CLI · in the page agent-sdk/claude-code-features …`user_oauth` [Anthropic profile](/docs/en/authentication.md#anthropic-profiles-and-federation-credentials) | Endpoint policy: remove the managed settings file, plist, or registry policy from the host… Configure your agent Claude Code CLI · in the page agent-sdk/configuration …under [Settings precedence](/docs/en/agent-sdk/typescript.md#settings-precedence) for TypeScript and [Settings precedence](/docs/en/agent-sdk/python.md#settings-precedence) for Python. Pass `[]` to… Track cost and usage Claude Code CLI · in the page agent-sdk/cost-tracking …ttps://platform.claude.com/docs/en/about-claude/pricing#data-residency-pricing). When a response's `usage` reports `inference_geo: "us"`, the SDK multiplies the list price of that response's tokens by… Give Claude custom tools Claude Code CLI · in the page agent-sdk/custom-tools …ude custom tools > Define custom tools with the Claude Agent SDK's in-process MCP server so Claude can call your functions, hit your APIs, and perform domain-specific operations. Custom tools extend… Rewind file changes with checkpointing Claude Code CLI · in the page agent-sdk/file-checkpointing …o intermediate states, see [Multiple restore points](#multiple-restore-points). Capturing the session ID (`message.session_id`) is optional; you only need it if you want to rewind later, after the st… Intercept and control agent behavior with hooks Claude Code CLI · in the page agent-sdk/hooks …e same rules as [matchers in settings files](/docs/en/hooks.md#matcher-patterns). That section documents the exact-string and regular-expression evaluation paths, their version requirements, and the m… Hosting the Agent SDK Claude Code CLI · in the page agent-sdk/hosting …ANGELOG.md) or [Python](https://github.com/anthropics/claude-agent-sdk-python/blob/main/CHANGELOG.md) changelog before taking a minor. ### Resources 1 GiB RAM, 5 GiB disk, and 1 CPU per agent is a r… Connect to external tools with MCP Claude Code CLI · in the page agent-sdk/mcp …first tool call, and that deferred connect has its own timeout | | In-process [SDK server](#sdk-mcp-servers) | Yes, until it connects and lists its tools | [`MCP_TIMEOUT`](/docs/en/env-vars), 30 seco… Observability with OpenTelemetry Claude Code CLI · in the page agent-sdk/observability …ons ignore inbound `TRACEPARENT` entirely; only Agent SDK and `claude -p` runs honor it. See [Traces (beta)](/docs/en/monitoring-usage.md#traces-beta) in the Monitoring reference for the full span and… Agent SDK overview Claude Code CLI · in the page agent-sdk/overview …Script, [run the CLI as a subprocess](/docs/en/headless.md) with the `-p` flag and `--output-format json`. ## Capabilities These Claude Code capabilities are available in the SDK: | Capability | Wh… Configure permissions Claude Code CLI · in the page agent-sdk/permissions …recognizes as a [critical path](/docs/en/permission-modes.md#critical-paths), such as `rm -rf ~`. For what that `allow` does in plan mode, see [Hook approvals in plan mode](/docs/en/permissions.md#ho… Plugins in the SDK Claude Code CLI · in the page agent-sdk/plugins …Hello", options: { plugins: [ { type: "local", path: "./my-plugin" }, { type: "local", path: "/absolute/path/to/another-plugin" } ] } })) { // Plugin commands, agents, and ot… Agent SDK reference - Python Claude Code CLI · in the page agent-sdk/python …: {args['query']}"}]} ``` ### `create_sdk_mcp_server()` Create an in-process MCP server that runs within your Python application. ```python theme={null} def create_sdk_mcp_server( name: str,… Quickstart Claude Code CLI · in the page agent-sdk/quickstart …efore calling the SDK. The SDK also supports authentication via third-party API providers: * **Amazon Bedrock**: set `CLAUDE_CODE_USE_BEDROCK=1` environment variable and configure AWS credentials *… Securely deploying AI agents Claude Code CLI · in the page agent-sdk/secure-deployment …not a sandbox; apart from built-in safety checks such as the [critical-path check](/docs/en/permission-modes.md#critical-paths) on `rm` and `rmdir` and the [protected paths](/docs/en/permission-modes.… Persist sessions to external storage Claude Code CLI · in the page agent-sdk/session-storage …if you set [`CLAUDE_CODE_PROJECT_DIR_NAME`](/docs/en/sessions#name-the-project-directory-yourself) beside `CLAUDE_CONFIG_DIR` in a query's [`env` option](/docs/en/agent-sdk/typescript#options), the SD…
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