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overview Claude Developer Platform · in the page models/fable-5-1/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/claude-fable-5-1"> The system prompt Claude Fable 5.1 uses on claude.ai and the Claude apps. </Card>… migration-guide Claude Developer Platform · in the page models/fable-5-2/migration-guide …includes model IDs, breaking changes, and migration checklists. --- <Note> This guide covers migrating [Messages API](https://platform.claude.com/docs/en/build-with-claude/working-with-messages) co… overview Claude Developer Platform · in the page models/fable-5-2/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/claude-fable-5-2"> The system prompt Claude Fable 5.2 uses on claude.ai and the Claude apps. </Card>… overview Claude Developer Platform · in the page models/fable-5/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/overview#claude-fable-5"> The system prompt Claude Fable 5 uses on claude.ai and the Claude apps. </Car… overview Claude Developer Platform · in the page models/haiku-4-5/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/overview#claude-haiku-4-5"> The system prompt Claude Haiku 4.5 uses on claude.ai and the Claude apps. <… migration-guide Claude Developer Platform · in the page models/haiku-5-5/migration-guide …ors, thinking changes, and a checklist for each starting model. --- <Note> This guide covers migrating [Messages API](https://platform.claude.com/docs/en/build-with-claude/working-with-messages) co… overview Claude Developer Platform · in the page models/haiku-5-5/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/claude-haiku-5-5"> The system prompt Claude Haiku 5.5 uses on claude.ai and the Claude apps. </Card>… overview Claude Developer Platform · in the page models/opus-4-5/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/overview#claude-opus-4-5"> The system prompt Claude Opus 4.5 uses on claude.ai and the Claude apps. </C… overview Claude Developer Platform · in the page models/opus-4-6/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/overview#claude-opus-4-6"> The system prompt Claude Opus 4.6 uses on claude.ai and the Claude apps. </C… overview Claude Developer Platform · in the page models/opus-4-7/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/overview#claude-opus-4-7"> The system prompt Claude Opus 4.7 uses on claude.ai and the Claude apps. </C… overview Claude Developer Platform · in the page models/opus-4-8/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/overview#claude-opus-4-8"> The system prompt Claude Opus 4.8 uses on claude.ai and the Claude apps. </C… migration-guide Claude Developer Platform · in the page models/opus-5-5/migration-guide …cks in every response, and a checklist for each starting model. --- <Note> This guide covers migrating [Messages API](https://platform.claude.com/docs/en/build-with-claude/working-with-messages) co… overview Claude Developer Platform · in the page models/opus-5-5/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/claude-opus-5-5"> The system prompt Claude Opus 5.5 uses on claude.ai and the Claude apps. </Card> <… whats-new-opus-5-5 Claude Developer Platform · in the page models/opus-5-5/whats-new-opus-5-5 …s/en/build-with-claude/preserved-thinking) and the migration guide’s [note on thinking blocks](https://platform.claude.com/docs/en/models/opus-5-5/migration-guide#thinking-blocks). ### Some computer… overview Claude Developer Platform · in the page models/opus-5/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/overview#claude-opus-5"> The system prompt Claude Opus 5 uses on claude.ai and the Claude apps. </Card>… overview Claude Developer Platform · in the page models/sonnet-4-5/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/overview#claude-sonnet-4-5"> The system prompt Claude Sonnet 4.5 uses on claude.ai and the Claude apps.… overview Claude Developer Platform · in the page models/sonnet-4-6/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/overview#claude-sonnet-4-6"> The system prompt Claude Sonnet 4.6 uses on claude.ai and the Claude apps.… migration-guide Claude Developer Platform · in the page models/sonnet-5-5/migration-guide …on-guide#migration-checklist) lists every change by starting model. <Note> This guide covers migrating [Messages API](https://platform.claude.com/docs/en/build-with-claude/working-with-messages) co… overview Claude Developer Platform · in the page models/sonnet-5-5/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/claude-sonnet-5-5"> The system prompt Claude Sonnet 5.5 uses on claude.ai and the Claude apps. </Card>… whats-new-sonnet-5-5 Claude Developer Platform · in the page models/sonnet-5-5/whats-new-sonnet-5-5 …turn. A progress-update block you send back gives the model the full note it wrote, not the summary. If your requests don’t use tools, the response contains only text, as with `disabled` on Claude So… overview Claude Developer Platform · in the page models/sonnet-5/overview …prompt" icon="text" href="https://platform.claude.com/docs/en/release-notes/system-prompts/claude-sonnet-5"> The system prompt Claude Sonnet 5 uses on claude.ai and the Claude apps. </Card> <… develop-tests Claude Developer Platform · in the page test-and-evaluate/develop-tests …: Insurance details, payment records, etc. - Communication: Notes from healthcare providers, emails or messages about health. <response>{model_output}</response> Output… handle-streaming-refusals Claude Developer Platform · in the page test-and-evaluate/strengthen-guardrails/handle-streaming-refusals …ails` arrives on the `message_delta` event alongside `stop_reason`. <Note> A `refusal` response from streaming classifiers includes a `stop_details` object with a `category` and a human-readable `e… increase-consistency Claude Developer Platform · in the page test-and-evaluate/strengthen-guardrails/increase-consistency …} ] } ``` </Accordion> ## Prefill Claude’s response <Note> Prefilling is not supported on Claude 4.6 and later models and [Claude Mythos Preview](https://anthropic.com/glasswing… mitigate-jailbreaks Claude Developer Platform · in the page test-and-evaluate/strengthen-guardrails/mitigate-jailbreaks …them and that your screening and confirmation steps catch the rest. <Note> If you’re using the [computer use tool](https://platform.claude.com/docs/en/agents-and-tools/tool-use/computer-use-too… reduce-hallucinations Claude Developer Platform · in the page test-and-evaluate/strengthen-guardrails/reduce-hallucinations …information from provided documents and not its general knowledge. <Note> Remember, although these techniques significantly reduce hallucinations, they don’t eliminate them entirely. Always valida… reduce-latency Claude Developer Platform · in the page test-and-evaluate/strengthen-guardrails/reduce-latency …lying infrastructure supporting the model and point of interaction. <Note> It’s always better to first engineer a prompt that works well without model or prompt constraints, and then try latency re… reduce-prompt-leak Claude Developer Platform · in the page test-and-evaluate/strengthen-guardrails/reduce-prompt-leak …n reemphasize those instructions by prefilling the `Assistant` turn. (Note: prefilling is not supported on Claude 4.6 and later models and [Claude Mythos Preview](https://anthropic.com/glasswing).) <… Set up Claude Code for your organization Claude Code CLI · in the page admin-setup …ks to the section below and to the reference page for that area. > [!NOTE] > > SSO, SCIM provisioning, and seat assignment are configured at the Claude account level. See the [Claude Enterprise Admin… Escalate hard decisions with the advisor tool Claude Code CLI · in the page advisor …advisor model that Claude consults at key moments during a task. > [!NOTE] > > The advisor tool is experimental and requires the Anthropic API or [Claude Platform on AWS](https://code.claude.com/docs… How the agent loop works Claude Code CLI · in the page agent-sdk/agent-loop …s need no separate Claude Code install. See the [quickstart's install note](https://code.claude.com/docs/en/agent-sdk/quickstart.md) for the installs that do. When you start an agent, the SDK runs th… Use Claude Code features in the SDK Claude Code CLI · in the page agent-sdk/claude-code-features …type === "success") { console.log(message.result); } } ``` > [!NOTE] > > Skills must be created as filesystem artifacts (`.claude/skills/<name>/SKILL.md`). The SDK does not have a programmatic… Configure your agent Claude Code CLI · in the page agent-sdk/configuration …odel="claude-fable-5", fallback_model="claude-opus-5", ) ``` > [!NOTE] > > The [Messages API](https://platform.claude.com/docs/en/api/messages) request parameters `temperature`, `top_p`, and `max… Give Claude custom tools Claude Code CLI · in the page agent-sdk/custom-tools …and Claude receives its file path as text instead. | Field | Type | Notes | | :- | :- | :- | | `type` | `"image"` | | | `data` | `string` | Base64-encoded bytes. Raw base64 only, no `data:image/...;… Examples Claude Code CLI · in the page agent-sdk/examples …e Cookbook's Agent SDK series is a sequence of recipes, each a Python notebook, that progresses from a simple research agent to sophisticated multi-agent systems. Each notebook builds on the previous… Rewind file changes with checkpointing Claude Code CLI · in the page agent-sdk/file-checkpointing …/code.claude.com/docs/en/tools-reference.md#edit-tool-behavior), and [NotebookEdit](https://code.claude.com/docs/en/tools-reference.md#notebookedit-tool-behavior) tools during an agent session, allowi… Intercept and control agent behavior with hooks Claude Code CLI · in the page agent-sdk/hooks …a `PostToolUse` callback can also return `classifierContext`, a short note about the tool call's result for the [auto mode](https://code.claude.com/docs/en/permission-modes.md#eliminate-prompts-with-a… Hosting the Agent SDK Claude Code CLI · in the page agent-sdk/hosting …CLI needs no separate Node.js install. See the [quickstart's install note](https://code.claude.com/docs/en/agent-sdk/quickstart.md) for the installs that need a separate native Claude Code install.… Connect to external tools with MCP Claude Code CLI · in the page agent-sdk/mcp …nect over HTTP, or execute directly within your SDK application. > [!NOTE] > > This page covers MCP configuration for the Agent SDK. To add MCP servers to the Claude Code CLI so they load in every pr… Migrate to Claude Agent SDK Claude Code CLI · in the page agent-sdk/migration-guide …ti-tenant systems where local customizations should not leak in. > [!NOTE] > > Python SDK 0.1.59 and earlier treated an empty list the same as omitting the option, so upgrade before relying on `setti… Modifying system prompts Claude Code CLI · in the page agent-sdk/modifying-system-prompts …tyle": "Explanatory"}'` or a path to a settings file that sets it. **Note for SDK users:** Output styles are loaded when you include `settingSources: ['user']` or `settingSources: ['project']` (TypeS… Observability with OpenTelemetry Claude Code CLI · in the page agent-sdk/observability …ge](https://code.claude.com/docs/en/agent-sdk/cost-tracking.md). > [!NOTE] > > For the Claude API or Managed Agents, see [OpenTelemetry for the Claude API](https://platform.claude.com/docs/en/manage-… Agent SDK overview Claude Code CLI · in the page agent-sdk/overview …our first agent, one that finds and fixes bugs in existing code. > [!NOTE] > > Unless previously approved, Anthropic does not allow third party developers to offer claude.ai login or rate limits for… Configure permissions Claude Code CLI · in the page agent-sdk/permissions …le everything else at runtime. ## How permissions are evaluated > [!NOTE] > > If you load a plugin that contains a [mod](https://code.claude.com/docs/en/plugins/mods/overview.md), see [where a mod's… Plugins in the SDK Claude Code CLI · in the page agent-sdk/plugins …ile system paths (for example, `"/home/user/plugins/my-plugin"`) > [!NOTE] > > The path should point to the plugin's root directory: the parent of `skills/`, `agents/`, `hooks/`, `commands/`, or `.cl… Agent SDK reference - Python Claude Code CLI · in the page agent-sdk/python …when the next action depends on Claude's response. ## Functions > [!NOTE] > > Signature blocks and bare `async for` / `async with` fragments on this page are illustrative. To run them, wrap the body… Quickstart Claude Code CLI · in the page agent-sdk/quickstart …or, run `Set-ExecutionPolicy -Scope Process RemoteSigned` first. > [!NOTE] > > Both the TypeScript and Python SDKs bundle a native Claude Code binary, so most installs need no separate Claude Code in… Securely deploying AI agents Claude Code CLI · in the page agent-sdk/secure-deployment …ween security strength, performance, and operational complexity. > [!NOTE] > > In all of these configurations, Claude Code (or your Agent SDK application) runs inside the isolation boundary (the sand… Persist sessions to external storage Claude Code CLI · in the page agent-sdk/session-storage …emory fake, a unique key prefix, or a new test database. ## Behavior notes ### Dual-write architecture The Claude Code subprocess always writes each batch of transcript entries to local disk first,… Work with sessions Claude Code CLI · in the page agent-sdk/sessions …from an interruption, or branch off to try a different approach. > [!NOTE] > > Sessions persist the **conversation**, not the filesystem. To snapshot and revert file changes the agent made, use [file…
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