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- decomposition
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- packages
- http
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- instructor
- advanced
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- laravel
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- MixedTypeProperty
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- A02_Advanced
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- A03_Troubleshooting
- Debugging
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- ReasoningContent
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- LoggingLaravelEmbeddings
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- LoggingSymfony
- B04_LLMApiSupport
- A21
- Anthropic
- AzureOAI
- Cerebras
- Cohere
- DeepSeek
- FireworksAI
- GeminiOAI
- Gemini
- Groq
- Inception
- Meta
- Minimaxi
- Mistral
- Moonshot
- Ollama
- OpenAI
- OpenRouter
- Perplexity
- SambaNova
- TogetherAI
- xAI
- B05_LLMExtras
- AgentBasic
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- AgentFileSys
- AgentSearch
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- AgentSubagents
- ChatWithManyParticipants
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- ClaudeCodeSearch
- ClaudeCode
- CodexBasic
- CodexStreaming
- Image
- MetricsCollection
- OpenCodeBasic
- OpenCodeStreaming
- PromptTemplate
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- ToolUseReAct
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- AutoRefine
- ClarifyAmbiguity
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- ComplexExamples
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- C04_Ensembling
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- C05_SelfCriticism
- BreakDownReasoning
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- ReconstructPrompt
- SelfVerify
- VerifyIndependently
- C06_Decomposition
- BreakDownComplexity
- DitchVanillaCoT
- GenerateCode
- GenerateInParallel
- SolveSimplerSubtasks
- TaskSpecificSystems
- C07_Misc
- ArbitraryPropsConsistency
- ArbitraryProps
- ChainOfSummaries
- ChainOfThought
- ClassificationMulticlass
- Classification
- EntityRelationships
- HandlingErrors
- HttpClientStreaming
- HttpClient
- HttpMiddlewareHooks
- HttpMiddlewareStream
- HttpMiddlewareSync
- HttpPool
- LimitingLengthOfLists
- ReflectionPrompting
- RestatingInstructions
- RewritingInstructions
- SearchCriteria
- Summary
- TimeRangeWithCOT
- TimeRange
- packages
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- config/config
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- http-client/config
- hub
- config
- examples
- A01_Basics
- BasicConstructor
- BasicGetSet
- BasicPrivateVsPublicFields
- BasicViaMixin
- Basic
- FluentAPI
- Maybe
- Messages
- MixedTypeProperty
- Modes
- OptionalFields
- SelfCorrection
- UsingAttributes
- UsingConfig
- ValidationCustom
- ValidationMixin
- ValidationWithLLM
- Validation
- A02_Advanced
- ConfigProviders
- ContextCachingOAI
- ContextCaching
- CustomClientParameters
- CustomHttpClientLaravel
- CustomHttpClient
- CustomPrompts
- DSN
- FunctionArguments
- ManualSchemas
- PartialUpdates
- ProvidingExamples
- Scalars
- Sequences
- Streaming
- Structures
- A03_Troubleshooting
- Debugging
- LoggingLaravel
- LoggingMonolog
- LoggingPSR
- LoggingSymfony
- OnEvent
- Settings
- TokenUsage
- Wiretap
- A04_APISupport
- A21
- Anthropic
- AzureOAI
- Cerebras
- Cohere2
- DeepSeek
- FireworksAI
- GeminiOAI
- Gemini
- Groq
- HuggingFace
- Inception
- Meta
- Minimaxi
- Mistral
- Moonshot
- Ollama
- OpenAI
- OpenRouter
- Perplexity
- SambaNova
- TogetherAI
- xAI
- A05_Extras
- ComplexExtractionClaude
- ComplexExtractionCohere
- ComplexExtractionGemini
- ComplexExtraction
- CustomExtractor
- DataInputs
- ImageCarDamage
- ImageToDataAnthropic
- ImageToDataGemini
- ImageToData
- JsonSchema
- OutputFormatArray
- OutputFormatInstanceOf
- OutputFormatStreaming
- PureArrayProcessing
- SchemaDynamic
- Schema
- TranscriptionToTasks
- TranslateUIFields
- WebToObjects
- B01_LLM
- LLMJsonSchema
- LLMJson
- LLMMdJson
- LLMTools
- LLMWithSchemaHelper
- LLMWithToolsHelper
- LLM
- B02_LLMAdvanced
- ConfigProviders
- ContextCacheLLMOAI
- ContextCacheLLM
- CustomClientParameters
- CustomEmbeddingsDriver
- CustomLLMDriver
- DSN
- EmbedUtils
- Embeddings
- HttpClient
- ParallelCalls
- ReasoningContent
- B03_LLMTroubleshooting
- HttpDebug
- LoggingLaravelEmbeddings
- LoggingLaravelInference
- LoggingMonolog
- LoggingSymfony
- B04_LLMApiSupport
- A21
- Anthropic
- AzureOAI
- Cerebras
- Cohere
- DeepSeek
- FireworksAI
- GeminiOAI
- Gemini
- Groq
- Inception
- Meta
- Minimaxi
- Mistral
- Moonshot
- Ollama
- OpenAI
- OpenRouter
- Perplexity
- SambaNova
- TogetherAI
- xAI
- B05_LLMExtras
- AgentBasic
- AgentCtrlBasic
- AgentCtrlEvents
- AgentCtrlStreaming
- AgentCtrlSwitching
- AgentFileSys
- AgentSearch
- AgentSelfCritic
- AgentStructuredOutput
- AgentSubagents
- ChatWithManyParticipants
- ChatWithSummary
- ClaudeCodeSearch
- ClaudeCode
- CodexBasic
- CodexStreaming
- Image
- MetricsCollection
- OpenCodeBasic
- OpenCodeStreaming
- PromptTemplate
- SummaryLLM
- ToolUseReAct
- ToolUse
- C01_ZeroShot
- AssignRole
- AutoRefine
- ClarifyAmbiguity
- DefineStyle
- EmotionalLanguage
- FollowUpQuestions
- RepeatQuery
- SimulatePerspective
- C02_FewShot/InContextExamples
- C03_ThoughtGen
- AnalogicalPrompting
- AutomateSelection
- ComplexExamples
- ExamineContext
- HigherLevelContext
- IncorrectExamples
- MajorityVoting
- PromptVariations
- StructureReasoning
- UncertainExamples
- C04_Ensembling
- CombineReasoningChains
- CombineResponses
- CombineSpecializedLLMs
- ConsistentExamples
- DistinctExamples
- EnsembleTestPrompts
- MultipleCandidates
- TaskSpecificEvals
- TranslationParaphrasing
- VerifyMajorityVoting
- C05_SelfCriticism
- BreakDownReasoning
- DetermineUncertainty
- ImproveWithFeedback
- ReconstructPrompt
- SelfVerify
- VerifyIndependently
- C06_Decomposition
- BreakDownComplexity
- DitchVanillaCoT
- GenerateCode
- GenerateInParallel
- SolveSimplerSubtasks
- TaskSpecificSystems
- C07_Misc
- ArbitraryPropsConsistency
- ArbitraryProps
- ChainOfSummaries
- ChainOfThought
- ClassificationMulticlass
- Classification
- EntityRelationships
- HandlingErrors
- HttpClientStreaming
- HttpClient
- HttpMiddlewareHooks
- HttpMiddlewareStream
- HttpMiddlewareSync
- HttpPool
- LimitingLengthOfLists
- ReflectionPrompting
- RestatingInstructions
- RewritingInstructions
- SearchCriteria
- Summary
- TimeRangeWithCOT
- TimeRange
- instructor/config
- polyglot/config
- setup/config
- tell/config
- templates/config
- research/2026-01-17-better-docs
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