mkdocs.yml

site_name: 'Instructor for PHP'
site_author: 'Dariusz Debowczyk'
site_description: 'A lightweight library for structured outputs with LLMs.'
repo_name: instructor-php
repo_url: 'https://github.com/cognesy/instructor-php'
site_url: 'https://cognesy.github.io/instructor-php/'
edit_uri: edit/main/builds/docs-mkdocs/
copyright: 'Copyright © 2024 Dariusz Debowczyk'
docs_dir: builds/docs-mkdocs
site_dir: builds/docs-site
theme:
  name: material
  icon:
    repo: fontawesome/brands/github
    edit: material/pencil
    view: material/eye
  features:
    - announce.dismiss
    - content.action.edit
    - content.action.view
    - content.code.annotate
    - content.code.copy
    - content.code.select
    - content.tabs.link
    - content.tooltips
    - header.autohide
    - navigation.expand
    - navigation.footer
    - navigation.indexes
    - navigation.instant
    - navigation.instant.prefetch
    - navigation.instant.progress
    - navigation.prune
    - navigation.sections
    - navigation.tabs
    - navigation.top
    - navigation.tracking
    - search.highlight
    - search.share
    - search.suggest
    - toc.follow
  palette:
    -
      scheme: default
      primary: black
      accent: indigo
      toggle:
        icon: material/brightness-7
        name: 'Switch to dark mode'
    -
      scheme: slate
      primary: black
      accent: indigo
      toggle:
        icon: material/brightness-4
        name: 'Switch to light mode'
  font:
    text: Roboto
    code: 'Roboto Mono'
markdown_extensions:
  - abbr
  - admonition
  - pymdownx.details
  - attr_list
  - def_list
  - footnotes
  - md_in_html
  -
    toc:
      permalink: true
  -
    pymdownx.arithmatex:
      generic: true
  -
    pymdownx.betterem:
      smart_enable: all
  - pymdownx.caret
  - pymdownx.details
  -
    pymdownx.highlight:
      anchor_linenums: true
      line_spans: __span
      pygments_lang_class: true
  - pymdownx.inlinehilite
  - pymdownx.keys
  -
    pymdownx.magiclink:
      normalize_issue_symbols: true
      repo_url_shorthand: true
      user: cognesy
      repo: instructor-php
  - pymdownx.mark
  - pymdownx.smartsymbols
  -
    pymdownx.superfences:
      custom_fences:
        -
          name: mermaid
          class: mermaid
          format: pymdownx.superfences.fence_code_format
  -
    pymdownx.tabbed:
      alternate_style: true
      combine_header_slug: true
  -
    pymdownx.tasklist:
      custom_checkbox: true
plugins:
  -
    search:
      separator: '[\s\u200b\-_,:!=\[\]()"`/]+|\.(?!\d)|&[lg]t;|(?!\b)(?=[A-Z][a-z])'
extra:
  social:
    -
      icon: fontawesome/brands/twitter
      link: 'https://twitter.com/ddebowczyk'
    -
      icon: fontawesome/brands/github
      link: 'https://github.com/cognesy'
extra_css:
  - stylesheets/nav.css
nav:
  -
    Main:
      -
        Overview: index.md
      -
        'Getting Started': getting-started.md
      -
        Features: features.md
      -
        Packages: packages.md
      -
        'Use Cases': use-cases.md
      -
        'Why Instructor': why-instructor.md
      -
        'Release Notes':
          - { Overview: release-notes/versions.md }
          - { v2.3.1: release-notes/v2.3.1.md }
          - { v2.3.0: release-notes/v2.3.0.md }
          - { v2.2.0: release-notes/v2.2.0.md }
          - { v2.1.0: release-notes/v2.1.0.md }
          - { v2.0.0: release-notes/v2.0.0.md }
          - { v1.22.0: release-notes/v1.22.0.md }
          - { v1.21.0: release-notes/v1.21.0.md }
          - { v1.20.0: release-notes/v1.20.0.md }
          - { v1.19.0: release-notes/v1.19.0.md }
          - { v1.18.4: release-notes/v1.18.4.md }
          - { v1.18.3: release-notes/v1.18.3.md }
          - { v1.18.2: release-notes/v1.18.2.md }
          - { v1.18.1: release-notes/v1.18.1.md }
          - { v1.18.0: release-notes/v1.18.0.md }
          - { v1.17.0: release-notes/v1.17.0.md }
          - { v1.16.0: release-notes/v1.16.0.md }
          - { v1.15.0: release-notes/v1.15.0.md }
          - { v1.14.0: release-notes/v1.14.0.md }
          - { v1.13.0: release-notes/v1.13.0.md }
          - { v1.12.0: release-notes/v1.12.0.md }
          - { v1.11.0: release-notes/v1.11.0.md }
          - { v1.10.3: release-notes/v1.10.3.md }
          - { v1.10.2: release-notes/v1.10.2.md }
          - { v1.10.1: release-notes/v1.10.1.md }
          - { v1.10.0: release-notes/v1.10.0.md }
          - { v1.9.1: release-notes/v1.9.1.md }
          - { v1.9.0: release-notes/v1.9.0.md }
          - { v1.8.1: release-notes/v1.8.1.md }
          - { v1.8.0: release-notes/v1.8.0.md }
          - { v1.7.0: release-notes/v1.7.0.md }
          - { v1.6.0: release-notes/v1.6.0.md }
          - { v1.5.0: release-notes/v1.5.0.md }
          - { v1.4.2: release-notes/v1.4.2.md }
          - { v1.4.1: release-notes/v1.4.1.md }
          - { v1.4.0: release-notes/v1.4.0.md }
          - { v1.3.0: release-notes/v1.3.0.md }
          - { v1.2.0: release-notes/v1.2.0.md }
          - { v1.1.0: release-notes/v1.1.0.md }
          - { v1.0.0: release-notes/v1.0.0.md }
          - { v1.0.0-RC22: release-notes/v1.0.0-RC22.md }
          - { v1.0.0-RC21: release-notes/v1.0.0-RC21.md }
          - { v1.0.0-RC20: release-notes/v1.0.0-RC20.md }
          - { v1.0.0-RC19: release-notes/v1.0.0-RC19.md }
          - { v1.0.0-RC18: release-notes/v1.0.0-RC18.md }
          - { v1.0.0-RC17: release-notes/v1.0.0-RC17.md }
          - { v1.0.0-RC16: release-notes/v1.0.0-RC16.md }
          - { v1.0.0-RC15: release-notes/v1.0.0-RC15.md }
          - { v1.0.0-RC14: release-notes/v1.0.0-RC14.md }
          - { v1.0.0-RC13: release-notes/v1.0.0-RC13.md }
          - { v1.0.0-RC12: release-notes/v1.0.0-RC12.md }
          - { v1.0.0-RC11: release-notes/v1.0.0-RC11.md }
          - { v1.0.0-RC10: release-notes/v1.0.0-RC10.md }
          - { v1.0.0-RC9: release-notes/v1.0.0-RC9.md }
          - { v1.0.0-RC8: release-notes/v1.0.0-RC8.md }
          - { v1.0.0-RC7: release-notes/v1.0.0-RC7.md }
          - { v1.0.0-RC6: release-notes/v1.0.0-RC6.md }
          - { v1.0.0-rc5: release-notes/v1.0.0-rc5.md }
          - { v1.0.0-rc4: release-notes/v1.0.0-rc4.md }
          - { v1.0.0-rc3: release-notes/v1.0.0-rc3.md }
          - { v1.0.0-rc2: release-notes/v1.0.0-rc2.md }
          - { v1.0.0-rc1: release-notes/v1.0.0-rc1.md }
          - { v0.17.12: release-notes/v0.17.12.md }
          - { v0.17.11: release-notes/v0.17.11.md }
          - { v0.17.10: release-notes/v0.17.10.md }
          - { v0.17.9: release-notes/v0.17.9.md }
          - { v0.17.8: release-notes/v0.17.8.md }
          - { v0.17.7: release-notes/v0.17.7.md }
          - { v0.17.6: release-notes/v0.17.6.md }
          - { v0.17.5: release-notes/v0.17.5.md }
          - { v0.17.4: release-notes/v0.17.4.md }
          - { v0.17.3: release-notes/v0.17.3.md }
          - { v0.17.1: release-notes/v0.17.1.md }
          - { v0.17.0: release-notes/v0.17.0.md }
          - { v0.16.0: release-notes/v0.16.0.md }
          - { v0.15.2: release-notes/v0.15.2.md }
          - { v0.15.1: release-notes/v0.15.1.md }
          - { v0.15.0: release-notes/v0.15.0.md }
          - { v0.14.7: release-notes/v0.14.7.md }
          - { v0.14.6: release-notes/v0.14.6.md }
          - { v0.14.5: release-notes/v0.14.5.md }
          - { v0.14.4: release-notes/v0.14.4.md }
          - { v0.14.3: release-notes/v0.14.3.md }
          - { v0.14.2: release-notes/v0.14.2.md }
          - { v0.14.1: release-notes/v0.14.1.md }
          - { v0.14.0: release-notes/v0.14.0.md }
          - { v0.13.0: release-notes/v0.13.0.md }
          - { v0.12.13: release-notes/v0.12.13.md }
          - { v0.12.12: release-notes/v0.12.12.md }
          - { v0.12.11: release-notes/v0.12.11.md }
          - { v0.12.10: release-notes/v0.12.10.md }
          - { v0.12.9: release-notes/v0.12.9.md }
          - { v0.12.8: release-notes/v0.12.8.md }
          - { v0.12.7: release-notes/v0.12.7.md }
          - { v0.12.6: release-notes/v0.12.6.md }
          - { v0.12.5: release-notes/v0.12.5.md }
          - { v0.12.4: release-notes/v0.12.4.md }
          - { v0.12.3: release-notes/v0.12.3.md }
          - { v0.12.2: release-notes/v0.12.2.md }
          - { v0.12.0: release-notes/v0.12.0.md }
          - { v0.8.0: release-notes/v0.8.0.md }
  -
    Packages:
      -
        Overview: packages/index.md
      -
        Instructor:
          - { Introduction: packages/instructor/introduction.md }
          - { Quickstart: packages/instructor/quickstart.md }
          - { Setup: packages/instructor/setup.md }
          - { 'Testing Doubles': packages/instructor/testing-doubles.md }
          - { Upgrade: packages/instructor/upgrade.md }
          - { 'Cli Tools': packages/instructor/cli_tools.md }
          - { Concepts: [{ Overview: packages/instructor/concepts/overview.md }, { Why: packages/instructor/concepts/why.md }] }
          - { Essentials: [{ Usage: packages/instructor/essentials/usage.md }, { 'Data Model': packages/instructor/essentials/data_model.md }, { Validation: packages/instructor/essentials/validation.md }, { Modes: packages/instructor/essentials/modes.md }, { Scalars: packages/instructor/essentials/scalars.md }, { Demonstrations: packages/instructor/essentials/demonstrations.md }, { 'Customize Prompts': packages/instructor/essentials/customize_prompts.md }, { Configuration: packages/instructor/essentials/configuration.md }] }
          - { Advanced: [{ Partials: packages/instructor/advanced/partials.md }, { Sequences: packages/instructor/advanced/sequences.md }, { Structures: packages/instructor/advanced/structures.md }, { 'Function Calls': packages/instructor/advanced/function_calls.md }, { 'Manual Schemas': packages/instructor/advanced/manual_schemas.md }, { 'Json Extraction': packages/instructor/advanced/json_extraction.md }, { 'Output Formats': packages/instructor/advanced/output_formats.md }, { Prompts: packages/instructor/advanced/prompts.md }, { 'Model Options': packages/instructor/advanced/model_options.md }, { 'Structure To Structure': packages/instructor/advanced/structure-to-structure.md }] }
          - { Techniques: [{ Prompting: packages/instructor/techniques/prompting.md }, { Classification: packages/instructor/techniques/classification.md }, { Search: packages/instructor/techniques/search.md }] }
          - { Internals: [{ Instructor: packages/instructor/internals/instructor.md }, { Lifecycle: packages/instructor/internals/lifecycle.md }, { 'Configuration Path': packages/instructor/internals/configuration_path.md }, { 'Config Files': packages/instructor/internals/config_files.md }, { 'Settings Class': packages/instructor/internals/settings_class.md }, { Environment: packages/instructor/internals/environment.md }, { Events: packages/instructor/internals/events.md }, { 'Response Models': packages/instructor/internals/response_models.md }, { Debugging: packages/instructor/internals/debugging.md }] }
          - { Misc: [{ Help: packages/instructor/misc/help.md }, { 'Llm Providers': packages/instructor/misc/llm_providers.md }, { Philosophy: packages/instructor/misc/philosophy.md }, { Contributing: packages/instructor/misc/contributing.md }] }
      -
        Polyglot:
          - { Overview: packages/polyglot/overview.md }
          - { Quickstart: packages/polyglot/quickstart.md }
          - { Setup: packages/polyglot/setup.md }
          - { 'Testing Doubles': packages/polyglot/testing-doubles.md }
          - { Upgrade: packages/polyglot/upgrade.md }
          - { Essentials: [{ Overview: packages/polyglot/essentials/overview.md }, { 'Inference Class': packages/polyglot/essentials/inference-class.md }, { 'Creating Requests': packages/polyglot/essentials/creating-requests.md }, { 'Request Options': packages/polyglot/essentials/request-options.md }, { 'Response Handling': packages/polyglot/essentials/response-handling.md }] }
          - { Modes: [{ Overview: packages/polyglot/modes/overview.md }, { Tools: packages/polyglot/modes/tools.md }, { 'Json Schema': packages/polyglot/modes/json-schema.md }, { Json: packages/polyglot/modes/json.md }, { 'Md Json': packages/polyglot/modes/md-json.md }, { Text: packages/polyglot/modes/text.md }] }
          - { Streaming: [{ Overview: packages/polyglot/streaming/overview.md }, { Misc: packages/polyglot/streaming/misc.md }] }
          - { Embeddings: [{ Overview: packages/polyglot/embeddings/overview.md }, { 'Work With Embeddings': packages/polyglot/embeddings/work-with-embeddings.md }, { Optimization: packages/polyglot/embeddings/optimization.md }] }
          - { Advanced: [{ 'Custom Config': packages/polyglot/advanced/custom-config.md }, { 'Custom Http Client': packages/polyglot/advanced/custom-http-client.md }, { 'Context Caching': packages/polyglot/advanced/context-caching.md }, { 'Connection Mgmt': packages/polyglot/advanced/connection-mgmt.md }, { 'Json Schema': packages/polyglot/advanced/json-schema.md }, { Extending: packages/polyglot/advanced/extending.md }] }
          - { Internals: [{ Overview: packages/polyglot/internals/overview.md }, { Lifecycle: packages/polyglot/internals/lifecycle.md }, { Configuration: packages/polyglot/internals/configuration.md }, { Providers: packages/polyglot/internals/providers.md }, { Adapters: packages/polyglot/internals/adapters.md }, { 'Http Client': packages/polyglot/internals/http-client.md }, { 'Request Response': packages/polyglot/internals/request-response.md }, { Events: packages/polyglot/internals/events.md }, { 'Public Api': packages/polyglot/internals/public-api.md }] }
          - { Troubleshooting: [{ Overview: packages/polyglot/troubleshooting/overview.md }, { Debugging: packages/polyglot/troubleshooting/debugging.md }, { 'Issues Connection': packages/polyglot/troubleshooting/issues-connection.md }, { 'Issues Authentication': packages/polyglot/troubleshooting/issues-authentication.md }, { 'Issues Configuration': packages/polyglot/troubleshooting/issues-configuration.md }, { 'Issues Rate Limits': packages/polyglot/troubleshooting/issues-rate-limits.md }, { 'Issues Streaming': packages/polyglot/troubleshooting/issues-streaming.md }, { 'Issues Model Specific': packages/polyglot/troubleshooting/issues-model-specific.md }, { 'Issues Provider Specific': packages/polyglot/troubleshooting/issues-provider-specific.md }] }
      -
        Agents:
          - { Introduction: packages/agents/01-introduction.md }
          - { 'Basic Agent': packages/agents/02-basic-agent.md }
          - { 'Basic Concepts': packages/agents/03-basic-concepts.md }
          - { 'Controlling The Loop': packages/agents/04-controlling-the-loop.md }
          - { Tools: packages/agents/05-tools.md }
          - { 'Building Tools': packages/agents/06-building-tools.md }
          - { 'Context And Compilers': packages/agents/07-context-and-compilers.md }
          - { Hooks: packages/agents/08-hooks.md }
          - { 'Stop Conditions': packages/agents/09-stop-conditions.md }
          - { Testing: packages/agents/10-testing.md }
          - { 'State Internals': packages/agents/11-state-internals.md }
          - { 'Tool Calling Internals': packages/agents/12-tool-calling-internals.md }
          - { 'Agent Builder': packages/agents/13-agent-builder.md }
          - { 'Agent Templates': packages/agents/14-agent-templates.md }
          - { Subagents: packages/agents/15-subagents.md }
          - { 'Session Runtime': packages/agents/16-session-runtime.md }
          - { 'Building Tools Advanced': packages/agents/17-building-tools-advanced.md }
          - { 'Observing Agent Execution': packages/agents/18-observing-agent-execution.md }
          - { Skills: packages/agents/19-skills.md }
          - { 'Testing Doubles': packages/agents/testing-doubles.md }
      -
        Agent-ctrl:
          - { Overview: packages/agent-ctrl/1-overview.md }
          - { 'Getting Started': packages/agent-ctrl/2-getting-started.md }
          - { 'Testing Doubles': packages/agent-ctrl/testing-doubles.md }
          - { Streaming: packages/agent-ctrl/3-streaming.md }
          - { 'Session Management': packages/agent-ctrl/4-session-management.md }
          - { 'Agent Options': packages/agent-ctrl/5-agent-options.md }
          - { 'Response Object': packages/agent-ctrl/6-response-object.md }
          - { Troubleshooting: packages/agent-ctrl/7-troubleshooting.md }
          - { 'Claude Code Bridge': packages/agent-ctrl/8-claude-code-bridge.md }
          - { 'Codex Bridge': packages/agent-ctrl/9-codex-bridge.md }
          - { 'Opencode Bridge': packages/agent-ctrl/10-opencode-bridge.md }
          - { 'Pi Bridge': packages/agent-ctrl/11-pi-bridge.md }
          - { 'Gemini Bridge': packages/agent-ctrl/12-gemini-bridge.md }
      -
        Telemetry:
          - { Introduction: packages/telemetry/01-introduction.md }
          - { 'Basic Setup': packages/telemetry/02-basic-setup.md }
          - { 'Runtime Wiring': packages/telemetry/03-runtime-wiring.md }
          - { Troubleshooting: packages/telemetry/04-troubleshooting.md }
          - { Langfuse: packages/telemetry/05-langfuse.md }
          - { Logfire: packages/telemetry/06-logfire.md }
      -
        Sandbox:
          - { Overview: packages/sandbox/1-overview.md }
          - { 'Getting Started': packages/sandbox/2-getting-started.md }
          - { 'Execution Policy': packages/sandbox/3-execution-policy.md }
          - { Drivers: packages/sandbox/4-drivers.md }
          - { 'Streaming And Results': packages/sandbox/5-streaming-and-results.md }
          - { Testing: packages/sandbox/6-testing.md }
          - { Troubleshooting: packages/sandbox/7-troubleshooting.md }
      -
        'HTTP Client':
          - { Overview: packages/http/1-overview.md }
          - { 'Getting Started': packages/http/2-getting-started.md }
          - { 'Testing Doubles': packages/http/testing-doubles.md }
          - { 'Making Requests': packages/http/3-making-requests.md }
          - { 'Handling Responses': packages/http/4-handling-responses.md }
          - { 'Streaming Responses': packages/http/5-streaming-responses.md }
          - { Pooling: packages/http/6-pooling.md }
          - { Middleware: packages/http/10-middleware.md }
          - { 'Changing Client': packages/http/7-changing-client.md }
          - { 'Changing Client Config': packages/http/8-changing-client-config.md }
          - { 'Custom Clients': packages/http/9-1-custom-clients.md }
      -
        Laravel:
          - { Overview: packages/laravel/index.md }
          - { Installation: packages/laravel/installation.md }
          - { Configuration: packages/laravel/configuration.md }
          - { Facades: packages/laravel/facades.md }
          - { 'Native Agents': packages/laravel/native-agents.md }
          - { 'Response Models': packages/laravel/response-models.md }
          - { Agents: packages/laravel/agents.md }
          - { Events: packages/laravel/events.md }
          - { Commands: packages/laravel/commands.md }
          - { Testing: packages/laravel/testing.md }
          - { Advanced: packages/laravel/advanced.md }
          - { Troubleshooting: packages/laravel/troubleshooting.md }
      -
        Symfony:
          - { Overview: packages/symfony/overview.md }
          - { Quickstart: packages/symfony/quickstart.md }
          - { 'Runtime Surfaces': packages/symfony/runtime-surfaces.md }
          - { Configuration: packages/symfony/configuration.md }
          - { Sessions: packages/symfony/sessions.md }
          - { Testing: packages/symfony/testing.md }
          - { Telemetry: packages/symfony/telemetry.md }
          - { Logging: packages/symfony/logging.md }
          - { Delivery: packages/symfony/delivery.md }
          - { Operations: packages/symfony/operations.md }
          - { Migration: packages/symfony/migration.md }
      -
        Xprompt:
          - { Introduction: packages/xprompt/01-introduction.md }
          - { 'Getting Started': packages/xprompt/02-getting-started.md }
          - { Composition: packages/xprompt/03-composition.md }
          - { Templates: packages/xprompt/04-templates.md }
          - { 'Structured Data': packages/xprompt/05-structured-data.md }
          - { 'Variants And Registry': packages/xprompt/06-variants-and-registry.md }
          - { Configuration: packages/xprompt/07-configuration.md }
  -
    Cookbook:
      -
        Introduction: cookbook/introduction.md
      -
        Contributing: cookbook/contributing.md
      -
        A01_Basics:
          - { 'Basic use': cookbook/examples/A01_Basics/basic_use.md }
          - { 'Specifying required and optional parameters via constructor': cookbook/examples/A01_Basics/constructor_parameters.md }
          - { 'Getters and setters': cookbook/examples/A01_Basics/getters_and_setters.md }
          - { 'Private vs public object field': cookbook/examples/A01_Basics/public_vs_private.md }
          - { 'Basic use via StructuredOutput': cookbook/examples/A01_Basics/basic_use_mixin.md }
          - { 'Fluent API': cookbook/examples/A01_Basics/fluent_api.md }
          - { 'Handling errors with `Maybe` helper class': cookbook/examples/A01_Basics/maybe.md }
          - { 'Messages API': cookbook/examples/A01_Basics/messages_api.md }
          - { 'Mixed Type Property': cookbook/examples/A01_Basics/mixed_type_property.md }
          - { Modes: cookbook/examples/A01_Basics/modes.md }
          - { 'Making some fields optional': cookbook/examples/A01_Basics/optional_fields.md }
          - { 'Automatic correction based on validation results': cookbook/examples/A01_Basics/self_correction.md }
          - { 'Using attributes': cookbook/examples/A01_Basics/attributes.md }
          - { 'Load LLM Config Data From YAML': cookbook/examples/A01_Basics/using_config.md }
          - { Validation: cookbook/examples/A01_Basics/validation.md }
          - { 'Custom validation using Symfony Validator': cookbook/examples/A01_Basics/custom_validation.md }
          - { 'Validation across multiple fields': cookbook/examples/A01_Basics/validation_multifield.md }
          - { 'Validation with LLM': cookbook/examples/A01_Basics/validation_with_llm.md }
      -
        A02_Advanced:
          - { 'Use custom configuration source': cookbook/examples/A02_Advanced/config_providers.md }
          - { 'Context caching (structured output)': cookbook/examples/A02_Advanced/context_cache_structured.md }
          - { 'Context caching (structured output, OpenAI)': cookbook/examples/A02_Advanced/context_cache_structured_oai.md }
          - { 'Context caching (structured output, OpenAI Responses)': cookbook/examples/A02_Advanced/context_cache_structured_oai_responses.md }
          - { 'Customize parameters of LLM driver': cookbook/examples/A02_Advanced/custom_config.md }
          - { 'Use custom HTTP client instance': cookbook/examples/A02_Advanced/custom_http_client.md }
          - { 'Use custom HTTP client instance - Laravel': cookbook/examples/A02_Advanced/custom_http_client_laravel.md }
          - { 'Custom prompts': cookbook/examples/A02_Advanced/custom_prompts.md }
          - { 'Customize parameters via DSN': cookbook/examples/A02_Advanced/custom_llm_with_dsn.md }
          - { 'Extracting arguments of function or method': cookbook/examples/A02_Advanced/function_calls.md }
          - { 'Manual Schema Building': cookbook/examples/A02_Advanced/manual_schemas.md }
          - { 'Streaming partial updates during inference': cookbook/examples/A02_Advanced/partials.md }
          - { 'Providing example inputs and outputs': cookbook/examples/A02_Advanced/demonstrations.md }
          - { 'Extracting scalar values': cookbook/examples/A02_Advanced/scalars.md }
          - { 'Extracting sequences of objects': cookbook/examples/A02_Advanced/sequences.md }
          - { Streaming: cookbook/examples/A02_Advanced/streaming.md }
          - { Structures: cookbook/examples/A02_Advanced/structures.md }
      -
        A03_Troubleshooting:
          - { 'Calculating request cost': cookbook/examples/A03_Troubleshooting/cost_calculation.md }
          - { Debugging: cookbook/examples/A03_Troubleshooting/debugging.md }
          - { 'Read StructuredOutput EventLog JSONL': cookbook/examples/A03_Troubleshooting/structured_output_eventlog_readback.md }
          - { 'Laravel Logging Integration': cookbook/examples/A03_Troubleshooting/logging_laravel.md }
          - { 'Monolog Logging with Functional Pipeline': cookbook/examples/A03_Troubleshooting/logging_monolog.md }
          - { 'PSR-3 Logging with Functional Pipeline': cookbook/examples/A03_Troubleshooting/logging_psr.md }
          - { 'Symfony Logging Integration': cookbook/examples/A03_Troubleshooting/logging_symfony.md }
          - { 'Receive specific internal event with onEvent()': cookbook/examples/A03_Troubleshooting/on_event.md }
          - { 'Load Config From Custom Path': cookbook/examples/A03_Troubleshooting/settings.md }
          - { 'Send StructuredOutput telemetry to Langfuse': cookbook/examples/A03_Troubleshooting/structured_telemetry_langfuse.md }
          - { 'Send StructuredOutput telemetry to Logfire': cookbook/examples/A03_Troubleshooting/structured_telemetry_logfire.md }
          - { 'Tracking token usage via events': cookbook/examples/A03_Troubleshooting/token_usage_events.md }
          - { 'Receive all internal events with wiretap()': cookbook/examples/A03_Troubleshooting/wiretap.md }
      -
        A04_APISupport:
          - { A21: cookbook/examples/A04_APISupport/a21.md }
          - { Anthropic: cookbook/examples/A04_APISupport/anthropic.md }
          - { 'Azure OpenAI': cookbook/examples/A04_APISupport/azure_openai.md }
          - { Cerebras: cookbook/examples/A04_APISupport/cerebras.md }
          - { Cohere: cookbook/examples/A04_APISupport/cohere.md }
          - { DeepSeek: cookbook/examples/A04_APISupport/deepseek.md }
          - { Fireworks.ai: cookbook/examples/A04_APISupport/fireworks.md }
          - { 'Google Gemini': cookbook/examples/A04_APISupport/google_gemini.md }
          - { 'Google Gemini (OpenAI compatible API)': cookbook/examples/A04_APISupport/google_gemini_oai.md }
          - { Groq: cookbook/examples/A04_APISupport/groq.md }
          - { 'Hugging Face': cookbook/examples/A04_APISupport/huggingface.md }
          - { Inception: cookbook/examples/A04_APISupport/inception.md }
          - { Meta: cookbook/examples/A04_APISupport/meta.md }
          - { Minimaxi: cookbook/examples/A04_APISupport/minimaxi.md }
          - { 'Mistral AI': cookbook/examples/A04_APISupport/mistralai.md }
          - { MoonshotAI: cookbook/examples/A04_APISupport/moonshotai.md }
          - { 'Local / Ollama': cookbook/examples/A04_APISupport/ollama.md }
          - { OpenAI: cookbook/examples/A04_APISupport/openai.md }
          - { 'OpenAI Responses API': cookbook/examples/A04_APISupport/openai-responses.md }
          - { OpenRouter: cookbook/examples/A04_APISupport/openrouter.md }
          - { Perplexity: cookbook/examples/A04_APISupport/perplexity.md }
          - { SambaNova: cookbook/examples/A04_APISupport/sambanova.md }
          - { Together.ai: cookbook/examples/A04_APISupport/togetherai.md }
          - { 'xAI / Grok': cookbook/examples/A04_APISupport/xai.md }
      -
        A05_Extras:
          - { 'Extraction of complex objects': cookbook/examples/A05_Extras/complex_extraction.md }
          - { 'Extraction of complex objects (Anthropic)': cookbook/examples/A05_Extras/complex_extraction_claude.md }
          - { 'Extraction of complex objects (Cohere)': cookbook/examples/A05_Extras/complex_extraction_cohere.md }
          - { 'Extraction of complex objects (Gemini)': cookbook/examples/A05_Extras/complex_extraction_gemini.md }
          - { 'Cost calculation (StructuredOutput)': cookbook/examples/A05_Extras/cost_calculation_structured.md }
          - { 'Custom Content Extractors': cookbook/examples/A05_Extras/custom_extractor.md }
          - { 'Using structured data as an input': cookbook/examples/A05_Extras/structured_input.md }
          - { 'Image processing - car damage detection': cookbook/examples/A05_Extras/image_car_damage.md }
          - { 'Image to data (OpenAI)': cookbook/examples/A05_Extras/image_to_data.md }
          - { 'Image to data (Anthropic)': cookbook/examples/A05_Extras/image_to_data_anthropic.md }
          - { 'Image to data (Gemini)': cookbook/examples/A05_Extras/image_to_data_gemini.md }
          - { 'Generating JSON Schema from PHP classes': cookbook/examples/A05_Extras/json_schema.md }
          - { 'Streaming (Structured Output, OpenAI Responses)': cookbook/examples/A05_Extras/streaming_structured_openai_responses.md }
          - { 'Return extracted data as array': cookbook/examples/A05_Extras/output_format_array.md }
          - { 'Use different class for schema and output': cookbook/examples/A05_Extras/output_format_instance_of.md }
          - { 'Streaming with array output format': cookbook/examples/A05_Extras/output_format_streaming.md }
          - { 'Pure Array Processing (No Classes)': cookbook/examples/A05_Extras/pure_array_processing.md }
          - { 'Generating JSON Schema from PHP classes': cookbook/examples/A05_Extras/schema.md }
          - { 'Generating JSON Schema dynamically': cookbook/examples/A05_Extras/schema_dynamic.md }
          - { 'Create tasks from meeting transcription': cookbook/examples/A05_Extras/transcription_to_tasks.md }
          - { 'Translating UI text fields': cookbook/examples/A05_Extras/translate_ui_fields.md }
          - { 'Web page to PHP objects': cookbook/examples/A05_Extras/web_to_objects.md }
      -
        B01_LLM:
          - { 'Working directly with LLMs': cookbook/examples/B01_LLM/inference.md }
          - { 'Working directly with LLMs and JSON - JSON mode': cookbook/examples/B01_LLM/llm_json.md }
          - { 'Working directly with LLMs and JSON - JSON Schema mode': cookbook/examples/B01_LLM/llm_json_schema.md }
          - { 'Working directly with LLMs and JSON - Markdown JSON prompting': cookbook/examples/B01_LLM/llm_md_json.md }
          - { 'Working directly with LLMs and JSON - Tool calling': cookbook/examples/B01_LLM/llm_tools.md }
          - { 'Generating JSON Schema from PHP classes': cookbook/examples/B01_LLM/llm_with_schema_helper.md }
          - { 'Generating JSON Schema from PHP classes': cookbook/examples/B01_LLM/llm_with_tools_helper.md }
      -
        B02_LLMAdvanced:
          - { 'Use custom configuration source for Inference': cookbook/examples/B02_LLMAdvanced/llm_config_providers.md }
          - { 'Context caching (text inference)': cookbook/examples/B02_LLMAdvanced/context_cache_llm.md }
          - { 'Context caching (text inference, OpenAI)': cookbook/examples/B02_LLMAdvanced/context_cache_llm_oai.md }
          - { 'Customize configuration of LLM driver': cookbook/examples/B02_LLMAdvanced/llm_custom_config.md }
          - { 'Custom Embeddings Config': cookbook/examples/B02_LLMAdvanced/custom_embeddings_config.md }
          - { 'Using custom LLM driver': cookbook/examples/B02_LLMAdvanced/custom_llm_driver.md }
          - { 'Customize LLM Configuration with DSN string': cookbook/examples/B02_LLMAdvanced/custom_llm_via_dsn.md }
          - { 'Embeddings utils': cookbook/examples/B02_LLMAdvanced/embed_utils.md }
          - { Embeddings: cookbook/examples/B02_LLMAdvanced/embeddings.md }
          - { 'Work directly with HTTP client facade': cookbook/examples/B02_LLMAdvanced/http_client.md }
          - { 'Parallel Calls': cookbook/examples/B02_LLMAdvanced/parallel_calls.md }
          - { 'Reasoning Content Access': cookbook/examples/B02_LLMAdvanced/reasoning_content.md }
      -
        B03_LLMTroubleshooting:
          - { 'Read Inference EventLog JSONL': cookbook/examples/B03_LLMTroubleshooting/inference_eventlog_readback.md }
          - { 'Debugging HTTP Calls': cookbook/examples/B03_LLMTroubleshooting/http_debug.md }
          - { 'Embeddings Logging with Laravel': cookbook/examples/B03_LLMTroubleshooting/llm_logging_laravel_embeddings.md }
          - { 'Inference Logging with Laravel': cookbook/examples/B03_LLMTroubleshooting/llm_logging_laravel_inference.md }
          - { 'Inference Logging with Monolog': cookbook/examples/B03_LLMTroubleshooting/llm_logging_monolog.md }
          - { 'Inference Logging with Symfony': cookbook/examples/B03_LLMTroubleshooting/llm_logging_symfony.md }
          - { 'Send LLM runtime telemetry to Langfuse': cookbook/examples/B03_LLMTroubleshooting/llm_telemetry_langfuse.md }
          - { 'Send LLM runtime telemetry to Logfire': cookbook/examples/B03_LLMTroubleshooting/llm_telemetry_logfire.md }
          - { 'Send streaming LLM telemetry to Langfuse': cookbook/examples/B03_LLMTroubleshooting/llm_telemetry_streaming_langfuse.md }
          - { 'Send streaming LLM telemetry to Logfire': cookbook/examples/B03_LLMTroubleshooting/llm_telemetry_streaming_logfire.md }
      -
        B04_LLMApiSupport:
          - { A21: cookbook/examples/B04_LLMApiSupport/llm_a21.md }
          - { Anthropic: cookbook/examples/B04_LLMApiSupport/llm_anthropic.md }
          - { 'Azure OpenAI': cookbook/examples/B04_LLMApiSupport/llm_azure_openai.md }
          - { Cerebras: cookbook/examples/B04_LLMApiSupport/llm_cerebras.md }
          - { Cohere: cookbook/examples/B04_LLMApiSupport/llm_cohere.md }
          - { DeepSeek: cookbook/examples/B04_LLMApiSupport/llm_deepseek.md }
          - { Fireworks.ai: cookbook/examples/B04_LLMApiSupport/llm_fireworks.md }
          - { 'Google Gemini': cookbook/examples/B04_LLMApiSupport/llm_google_gemini.md }
          - { 'Google Gemini (OpenAI-compatible)': cookbook/examples/B04_LLMApiSupport/llm_google_gemini_oai.md }
          - { Groq: cookbook/examples/B04_LLMApiSupport/llm_groq.md }
          - { Inception: cookbook/examples/B04_LLMApiSupport/llm_inception.md }
          - { Meta: cookbook/examples/B04_LLMApiSupport/llm_meta.md }
          - { Minimaxi: cookbook/examples/B04_LLMApiSupport/llm_minimaxi.md }
          - { 'Mistral AI': cookbook/examples/B04_LLMApiSupport/llm_mistralai.md }
          - { MoonshotAI: cookbook/examples/B04_LLMApiSupport/llm_moonshotai.md }
          - { 'Local / Ollama': cookbook/examples/B04_LLMApiSupport/llm_ollama.md }
          - { OpenAI: cookbook/examples/B04_LLMApiSupport/llm_openai.md }
          - { 'OpenAI Responses API': cookbook/examples/B04_LLMApiSupport/llm_openai-responses.md }
          - { OpenRouter: cookbook/examples/B04_LLMApiSupport/llm_openrouter.md }
          - { Perplexity: cookbook/examples/B04_LLMApiSupport/llm_perplexity.md }
          - { SambaNova: cookbook/examples/B04_LLMApiSupport/llm_sambanova.md }
          - { Together.ai: cookbook/examples/B04_LLMApiSupport/llm_togetherai.md }
          - { 'xAI / Grok': cookbook/examples/B04_LLMApiSupport/llm_xai.md }
      -
        B05_LLMExtras:
          - { 'Multi-Participant AI Chat Panel Discussion': cookbook/examples/B05_LLMExtras/chat_with_many_participants.md }
          - { 'Chat with summary': cookbook/examples/B05_LLMExtras/chat_with_summary.md }
          - { 'Cost calculation (Polyglot)': cookbook/examples/B05_LLMExtras/cost_calculation_inference.md }
          - { 'Using images in prompts': cookbook/examples/B05_LLMExtras/image_data.md }
          - { 'Streaming metrics (Polyglot)': cookbook/examples/B05_LLMExtras/metrics_streaming.md }
          - { 'Streaming (Inference, OpenAI Responses)': cookbook/examples/B05_LLMExtras/streaming_inference_openai_responses.md }
          - { 'Prompt Templates': cookbook/examples/B05_LLMExtras/prompt_templates.md }
          - { 'Simple content summary': cookbook/examples/B05_LLMExtras/summary_with_llm.md }
          - { 'Inference and tool use': cookbook/examples/B05_LLMExtras/tool_use.md }
          - { 'Inference and tool use (ReAct driver)': cookbook/examples/B05_LLMExtras/tool_use_react.md }
      -
        C01_Http:
          - { 'HTTP Client – Basics': cookbook/examples/C01_Http/http_client_basics.md }
          - { 'HTTP Client – Streaming Basics': cookbook/examples/C01_Http/http_client_streaming_basics.md }
          - { 'HTTP Middleware (Hooks)': cookbook/examples/C01_Http/http_middleware_hooks.md }
          - { 'HTTP Middleware (Stream)': cookbook/examples/C01_Http/http_middleware_stream.md }
          - { 'HTTP Middleware (Sync)': cookbook/examples/C01_Http/http_middleware_sync.md }
          - { 'HTTP Client – Pool Basics': cookbook/examples/C01_Http/http_client_pool_basics.md }
      -
        D01_Agents:
          - { 'AgentLoop::execute()': cookbook/examples/D01_Agents/agent_loop_execute.md }
          - { 'AgentLoop::iterate()': cookbook/examples/D01_Agents/agent_loop_iterate.md }
          - { 'Agent with Bash Tool': cookbook/examples/D01_Agents/agent_loop_bash_tool.md }
          - { 'Agent with Custom Tool': cookbook/examples/D01_Agents/agent_loop_custom_tool.md }
          - { 'Agent Lifecycle Hooks': cookbook/examples/D01_Agents/agent_loop_hooks.md }
          - { 'Custom Context Compiler': cookbook/examples/D01_Agents/agent_loop_context_compiler.md }
          - { 'Agent Stop Conditions': cookbook/examples/D01_Agents/agent_loop_stop_conditions.md }
          - { 'Agent Events and Wiretap': cookbook/examples/D01_Agents/agent_loop_events.md }
          - { 'Multi-Execution Conversations': cookbook/examples/D01_Agents/agent_loop_multi_execution.md }
      -
        D02_AgentBuilder:
          - { 'Basic Agent Usage': cookbook/examples/D02_AgentBuilder/agent_basic.md }
          - { 'Agent with File System Tools': cookbook/examples/D02_AgentBuilder/agent_file_system.md }
          - { 'Agent with Structured Output Extraction': cookbook/examples/D02_AgentBuilder/agent_structured_output.md }
          - { 'Agent Hooks - Tool Interception': cookbook/examples/D02_AgentBuilder/agent_hooks.md }
          - { 'Agent Self-Critique Pattern': cookbook/examples/D02_AgentBuilder/agent_self_critique.md }
          - { 'Agent-Driven Codebase Search': cookbook/examples/D02_AgentBuilder/agent_search.md }
          - { 'Agent Subagent Orchestration': cookbook/examples/D02_AgentBuilder/agent_subagents.md }
          - { 'Agent Execution Retrospective (D-Mail)': cookbook/examples/D02_AgentBuilder/agent_retrospective.md }
          - { 'Agent Planning Subagent Tool': cookbook/examples/D02_AgentBuilder/agent_planning_subagent.md }
          - { 'Agent Skills - SKILL.md Open Standard': cookbook/examples/D02_AgentBuilder/agent_skills.md }
      -
        D03_AgentTemplates:
          - { 'Template from Definition': cookbook/examples/D03_AgentTemplates/template_from_definition.md }
          - { 'Template from Markdown': cookbook/examples/D03_AgentTemplates/template_from_markdown.md }
          - { 'Template from YAML': cookbook/examples/D03_AgentTemplates/template_from_yaml.md }
          - { 'Template with Tools and Capabilities': cookbook/examples/D03_AgentTemplates/template_with_tools_and_capabilities.md }
          - { 'Template Overrides Seed State': cookbook/examples/D03_AgentTemplates/template_override_seed_state.md }
      -
        D04_AgentSessions:
          - { 'Session Create and Persist': cookbook/examples/D04_AgentSessions/session_create_and_persist.md }
          - { 'SessionRuntime Execute Action': cookbook/examples/D04_AgentSessions/session_runtime_execute_action.md }
          - { 'SessionRuntime Read APIs': cookbook/examples/D04_AgentSessions/session_runtime_read_apis.md }
          - { 'Session SendMessage Action': cookbook/examples/D04_AgentSessions/session_send_message_action.md }
          - { 'Session Fork Action': cookbook/examples/D04_AgentSessions/session_fork_action.md }
          - { 'Session Conflict Handling': cookbook/examples/D04_AgentSessions/session_conflict_handling.md }
          - { 'Session Runtime Hooks': cookbook/examples/D04_AgentSessions/session_runtime_hooks.md }
      -
        D05_AgentTroubleshooting:
          - { 'Read Agent EventLog JSONL': cookbook/examples/D05_AgentTroubleshooting/agent_eventlog_readback.md }
          - { 'Send Subagent telemetry to Langfuse': cookbook/examples/D05_AgentTroubleshooting/agent_subagent_telemetry_langfuse.md }
          - { 'Send Subagent telemetry to Logfire': cookbook/examples/D05_AgentTroubleshooting/agent_subagent_telemetry_logfire.md }
          - { 'Send Agent telemetry to Langfuse': cookbook/examples/D05_AgentTroubleshooting/agent_telemetry_langfuse.md }
          - { 'Send Agent telemetry to Logfire': cookbook/examples/D05_AgentTroubleshooting/agent_telemetry_logfire.md }
      -
        D10_AgentCtrl:
          - { 'Basic Agent Control Usage': cookbook/examples/D10_AgentCtrl/agent_ctrl_basic.md }
          - { 'Agent Control Events & Monitoring': cookbook/examples/D10_AgentCtrl/agent_ctrl_events.md }
          - { 'Agent Control Streaming': cookbook/examples/D10_AgentCtrl/agent_ctrl_streaming.md }
          - { 'Agent Control Runtime Switching': cookbook/examples/D10_AgentCtrl/agent_ctrl_switching.md }
          - { 'Claude Code CLI - Basic': cookbook/examples/D10_AgentCtrl/claude_code_basic.md }
          - { 'Claude Code CLI - Agentic Search': cookbook/examples/D10_AgentCtrl/claude_code_search.md }
          - { 'OpenAI Codex CLI - Basic': cookbook/examples/D10_AgentCtrl/codex_basic.md }
          - { 'OpenAI Codex CLI - Streaming': cookbook/examples/D10_AgentCtrl/codex_streaming.md }
          - { 'Read AgentCtrl EventLog JSONL': cookbook/examples/D10_AgentCtrl/agent_ctrl_eventlog_readback.md }
          - { 'Gemini CLI - Basic': cookbook/examples/D10_AgentCtrl/gemini_basic.md }
          - { 'Gemini CLI - Streaming': cookbook/examples/D10_AgentCtrl/gemini_streaming.md }
          - { 'OpenCode CLI - Basic': cookbook/examples/D10_AgentCtrl/opencode_basic.md }
          - { 'OpenCode CLI - Streaming': cookbook/examples/D10_AgentCtrl/opencode_streaming.md }
          - { 'Pi CLI - Basic': cookbook/examples/D10_AgentCtrl/pi_basic.md }
          - { 'Pi CLI - Streaming': cookbook/examples/D10_AgentCtrl/pi_streaming.md }
          - { 'Send AgentCtrl telemetry to Langfuse': cookbook/examples/D10_AgentCtrl/agent_ctrl_telemetry_langfuse.md }
          - { 'Send AgentCtrl telemetry to Logfire': cookbook/examples/D10_AgentCtrl/agent_ctrl_telemetry_logfire.md }
      -
        D20_Sandbox:
          - { 'Sandbox: Host ls -Al': cookbook/examples/D20_Sandbox/sandbox_host_ls.md }
          - { 'Sandbox: Run PHP Script': cookbook/examples/D20_Sandbox/sandbox_run_php_script.md }
          - { 'Sandbox: Streaming Output': cookbook/examples/D20_Sandbox/sandbox_streaming_output.md }
          - { 'Sandbox: Timeout Guard': cookbook/examples/D20_Sandbox/sandbox_timeout_guard.md }
      -
        D21_SandboxAPIs:
          - { 'Sandbox API: Bubblewrap': cookbook/examples/D21_SandboxAPIs/sandbox_api_bubblewrap_echo.md }
          - { 'Sandbox API: Docker': cookbook/examples/D21_SandboxAPIs/sandbox_api_docker_echo.md }
          - { 'Sandbox API: Firejail': cookbook/examples/D21_SandboxAPIs/sandbox_api_firejail_echo.md }
          - { 'Sandbox API: Host': cookbook/examples/D21_SandboxAPIs/sandbox_api_host_echo.md }
          - { 'Sandbox API: Podman': cookbook/examples/D21_SandboxAPIs/sandbox_api_podman_echo.md }
      -
        Z01_ZeroShot:
          - { 'Assign a Role': cookbook/examples/Z01_ZeroShot/assign_role.md }
          - { 'Auto-Refine The Prompt': cookbook/examples/Z01_ZeroShot/auto_refine.md }
          - { 'Clarify Ambiguous Information': cookbook/examples/Z01_ZeroShot/clarify_ambiguity.md }
          - { 'Define Style': cookbook/examples/Z01_ZeroShot/define_style.md }
          - { 'Emotional Stimuli': cookbook/examples/Z01_ZeroShot/emotional_stimuli.md }
          - { 'Generate Follow-Up Questions': cookbook/examples/Z01_ZeroShot/follow_up_questions.md }
          - { 'Ask Model to Repeat the Query': cookbook/examples/Z01_ZeroShot/repeat_query.md }
          - { 'Simulate a Perspective': cookbook/examples/Z01_ZeroShot/simulate_perspective.md }
      -
        Z02_FewShot:
          - { 'Consistency Based Self Adaptive Prompting (COSP)': cookbook/examples/Z02_FewShot/consistency_based_examples.md }
          - { 'Example Ordering': cookbook/examples/Z02_FewShot/example_ordering.md }
          - { 'Generate In-Context Examples': cookbook/examples/Z02_FewShot/in_context_examples.md }
          - { 'Select Effective Examples': cookbook/examples/Z02_FewShot/select_effective_samples.md }
      -
        Z03_ThoughtGen:
          - { 'Analogical Prompting': cookbook/examples/Z03_ThoughtGen/analogical_prompting.md }
          - { 'Automate Example Selection': cookbook/examples/Z03_ThoughtGen/automate_selection.md }
          - { 'Prioritize Complex Examples': cookbook/examples/Z03_ThoughtGen/complex_examples.md }
          - { 'Examine The Context': cookbook/examples/Z03_ThoughtGen/examine_context.md }
          - { 'Consider Higher-Level Context': cookbook/examples/Z03_ThoughtGen/higher_level_context.md }
          - { 'Include Incorrect Examples': cookbook/examples/Z03_ThoughtGen/incorrect_examples.md }
          - { 'Use Majority Voting': cookbook/examples/Z03_ThoughtGen/majority_voting.md }
          - { 'Generate Prompt Variations': cookbook/examples/Z03_ThoughtGen/prompt_variations.md }
          - { 'Structure The Reasoning': cookbook/examples/Z03_ThoughtGen/structure_reasoning.md }
          - { 'Prioritize Uncertain Examples': cookbook/examples/Z03_ThoughtGen/uncertain_examples.md }
      -
        Z04_Ensembling:
          - { 'Combine Multiple Reasoning Chains': cookbook/examples/Z04_Ensembling/combine_reasoning_chains.md }
          - { 'Use LLMs to Combine Different Responses': cookbook/examples/Z04_Ensembling/combine_responses.md }
          - { 'Combine Different Specialized LLMs': cookbook/examples/Z04_Ensembling/combine_specialized_llms.md }
          - { 'Prioritize Consistent Examples': cookbook/examples/Z04_Ensembling/consistent_examples.md }
          - { 'Use Distinct Example Subsets': cookbook/examples/Z04_Ensembling/distinct_examples.md }
          - { 'Use Ensembles To Test Prompts': cookbook/examples/Z04_Ensembling/ensemble_test_prompts.md }
          - { 'Generate Multiple Candidate Responses': cookbook/examples/Z04_Ensembling/multiple_candidates.md }
          - { 'Use Task Specific Evaluation Metrics': cookbook/examples/Z04_Ensembling/task_specific_evals.md }
          - { 'Use Translation for Paraphrasing': cookbook/examples/Z04_Ensembling/translation_paraphrasing.md }
          - { 'Verify Responses over Majority Voting': cookbook/examples/Z04_Ensembling/verify_majority_voting.md }
      -
        Z05_SelfCriticism:
          - { 'Break Down Reasoning Into Multiple Steps': cookbook/examples/Z05_SelfCriticism/break_down_reasoning.md }
          - { 'Determine Uncertainty of Reasoning Chain': cookbook/examples/Z05_SelfCriticism/determine_uncertainty.md }
          - { 'Improve With Feedback': cookbook/examples/Z05_SelfCriticism/improve_with_feedback.md }
          - { 'Reconstruct Prompt from Reasoning Steps': cookbook/examples/Z05_SelfCriticism/reconstruct_prompt.md }
          - { 'Self-Verify Responses': cookbook/examples/Z05_SelfCriticism/self_verify.md }
          - { 'Independently Verify Responses': cookbook/examples/Z05_SelfCriticism/verify_independently.md }
      -
        Z06_Decomposition:
          - { 'Break Down Complex Tasks': cookbook/examples/Z06_Decomposition/break_down_complexity.md }
          - { 'Ditch Vanilla Chain Of Thought': cookbook/examples/Z06_Decomposition/ditch_vanilla_cot.md }
          - { 'Generate Code for Intermediate Steps': cookbook/examples/Z06_Decomposition/generate_code.md }
          - { 'Generate in Parallel': cookbook/examples/Z06_Decomposition/generate_in_parallel.md }
          - { 'Solve Simpler Subproblems': cookbook/examples/Z06_Decomposition/solve_simpler_subtasks.md }
          - { 'Leverage Task Specific Systems': cookbook/examples/Z06_Decomposition/task_specific_systems.md }
      -
        Z07_Misc:
          - { 'Arbitrary properties': cookbook/examples/Z07_Misc/arbitrary_properties.md }
          - { 'Consistent values of arbitrary properties': cookbook/examples/Z07_Misc/arbitrary_properties_consistent.md }
          - { 'Chain of Summaries': cookbook/examples/Z07_Misc/chain_of_summaries.md }
          - { 'Chain of Thought': cookbook/examples/Z07_Misc/chain_of_thought.md }
          - { 'Single label classification': cookbook/examples/Z07_Misc/classification.md }
          - { 'Multiclass classification': cookbook/examples/Z07_Misc/classification_multiclass.md }
          - { 'Entity relationship extraction': cookbook/examples/Z07_Misc/entity_relationships.md }
          - { 'Handling errors': cookbook/examples/Z07_Misc/handling_errors.md }
          - { 'Limiting the length of lists': cookbook/examples/Z07_Misc/limiting_lists.md }
          - { 'Reflection Prompting': cookbook/examples/Z07_Misc/reflection_prompting.md }
          - { 'Restating instructions': cookbook/examples/Z07_Misc/restate_instructions.md }
          - { 'Ask LLM to rewrite instructions': cookbook/examples/Z07_Misc/rewrite_instructions.md }
          - { 'Expanding search queries': cookbook/examples/Z07_Misc/search_query_expansion.md }
          - { 'Summary with Keywords': cookbook/examples/Z07_Misc/summary_with_keywords.md }
          - { 'Reusing components': cookbook/examples/Z07_Misc/component_reuse.md }
          - { 'Using CoT to improve interpretation of component data': cookbook/examples/Z07_Misc/component_reuse_cot.md }
  -
    Cheatsheets:
      -
        Overview: cheatsheets/index.md
      -
        Instructor: cheatsheets/instructor.md
      -
        Polyglot: cheatsheets/polyglot.md
      -
        Agents: cheatsheets/agents.md
      -
        AgentCtrl: cheatsheets/agent-ctrl.md
      -
        Telemetry: cheatsheets/telemetry.md
      -
        Sandbox: cheatsheets/sandbox.md
      -
        'HTTP Client': cheatsheets/http-client.md
      -
        Laravel: cheatsheets/laravel.md
      -
        Config: cheatsheets/config.md
      -
        Dynamic: cheatsheets/dynamic.md
      -
        Events: cheatsheets/events.md
      -
        Logging: cheatsheets/logging.md
      -
        Messages: cheatsheets/messages.md
      -
        Metrics: cheatsheets/metrics.md
      -
        Pipeline: cheatsheets/pipeline.md
      -
        Schema: cheatsheets/schema.md
      -
        Setup: cheatsheets/setup.md
      -
        Stream: cheatsheets/stream.md
      -
        Symfony: cheatsheets/symfony.md
      -
        Templates: cheatsheets/templates.md
      -
        Utils: cheatsheets/utils.md
      -
        Xprompt: cheatsheets/xprompt.md