Activity 13: Natural Language for Inclusion

interface LinguisticProfile {
  nativeLanguages: Language[];
  dialectVariations: DialectVariation[];
  accentCharacteristics: AccentCharacteristic[];
  speechPatterns: SpeechPattern[];
  communicationNeeds: CommunicationNeed[];
  culturalContext: LinguisticCulturalContext;
}

interface InclusiveSpeechCapability {
  languageSupport: LanguageSupport[];
  dialectAdaptation: DialectAdaptation[];
  accentTolerance: AccentTolerance;
  speechImpairmentSupport: SpeechImpairmentSupport[];
  codewitchingHandling: CodeswitchingCapability;
}

class InclusiveVoiceRecognition {
  constructor(
    private multilingualEngine: MultilingualSpeechEngine,
    private dialectAdaptor: DialectAdaptationSystem,
    private inclusivityEnhancer: SpeechInclusivityEnhancer
  ) {}

  // TODO: Multi-language speech recognition with code-switching
  async recognizeMultilingualSpeech(
    audioInput: AudioInput,
    linguisticProfile: LinguisticProfile,
    contextualHints: ContextualHint[]
  ): Promise<MultilingualSpeechResult> {
    // Handle seamless switching between languages mid-sentence
    // Recognize minority and indigenous languages
    // Adapt to regional dialects and pronunciation variations
    // Support mixed-language conversations
    // Your implementation here
  }

  // TODO: Speech impairment and difference accommodation
  async accommodateSpeechDifferences(
    speechInput: SpeechInput,
    speechCharacteristics: SpeechCharacteristic[],
    adaptationStrategies: AdaptationStrategy[]
  ): Promise<AccommodatedSpeechRecognition> {
    // Support stuttering, apraxia, dysarthria, and other speech differences
    // Adapt to non-typical speech patterns
    // Provide multiple input modalities for communication
    // Learn individual speech patterns over time
    // Your implementation here
  }

  // TODO: Low-resource language support
  async supportLowResourceLanguages(
    targetLanguages: LowResourceLanguage[],
    availableData: LimitedLanguageData,
    transferLearningStrategies: TransferLearningStrategy[]
  ): Promise<LowResourceLanguageSupport> {
    // Leverage transfer learning from related languages
    // Support endangered and indigenous languages
    // Enable community-contributed language models
    // Respect cultural protocols around language use
    // Your implementation here
  }
}

class CulturalNLU {
  // TODO: Cultural communication style adaptation
  async adaptToCulturalStyles(
    textInput: TextInput,
    culturalContext: CulturalCommunicationContext,
    intentRecognition: CulturalIntentRecognition
  ): Promise<CulturallyAdaptedNLU> {
    // Understand high-context vs low-context communication
    // Recognize cultural politeness markers and indirectness
    // Adapt to different cultural concepts of time and urgency
    // Respect cultural taboos and sensitive topics
    // Your implementation here
  }

  // TODO: Multilingual intent recognition
  async recognizeMultilingualIntent(
    mixedLanguageInput: MixedLanguageInput,
    intentCategories: MultilingualIntentCategory[],
    culturalIntentPatterns: CulturalIntentPattern[]
  ): Promise<MultilingualIntentResult> {
    // Parse intent across language boundaries
    // Handle culturally-specific intent expressions
    // Recognize borrowed words and cultural concepts
    // Support language mixing and borrowing patterns
    // Your implementation here
  }

  // TODO: Contextual translation and localization
  async provideContextualTranslation(
    sourceText: SourceText,
    targetCulture: TargetCulturalContext,
    communicationPurpose: CommunicationPurpose
  ): Promise<CulturallyLocalizedTranslation> {
    // Translate meaning, not just words
    // Adapt content to cultural expectations
    // Preserve cultural nuances where appropriate
    // Handle untranslatable concepts respectfully
    // Your implementation here
  }
}

class RealTimeMultilingualCommunication {
  // TODO: Simultaneous interpretation system
  async provideSimultaneousInterpretation(
    liveAudioStream: LiveAudioStream,
    sourceLanguage: Language,
    targetLanguages: Language[],
    interpretationMode: InterpretationMode
  ): Promise<SimultaneousInterpretationOutput> {
    // Low-latency speech-to-speech translation
    // Maintain speaker personality and emotion
    // Handle overlapping speech and interruptions
    // Support group conversations with multiple languages
    // Your implementation here
  }

  // TODO: Visual translation overlay
  async createVisualTranslationOverlay(
    visualTextInput: VisualTextInput,
    translationPreferences: TranslationPreference[],
    culturalAdaptations: VisualCulturalAdaptation[]
  ): Promise<VisualTranslationOverlay> {
    // Real-time text translation in camera view
    // Preserve original text formatting and style
    // Adapt to different scripts and reading directions
    // Handle mixed-script documents
    // Your implementation here
  }

  // TODO: Conversation flow management
  async manageMultilingualConversation(
    conversationParticipants: MultilingualParticipant[],
    conversationContext: ConversationContext,
    communicationGoals: CommunicationGoal[]
  ): Promise<ConversationFlowManagement> {
    // Coordinate turn-taking across languages
    // Maintain conversation context and history
    // Handle misunderstandings and clarifications
    // Support different cultural conversation patterns
    // Your implementation here
  }
}

class CommunicationAccessibilitySystem {
  // TODO: Symbol-to-speech communication
  async implementSymbolCommunication(
    symbolInput: SymbolInput[],
    communicationGoals: CommunicationGoal[],
    culturalSymbolSystems: CulturalSymbolSystem[]
  ): Promise<SymbolCommunicationOutput> {
    // Convert symbols and pictographs to natural speech
    // Support culturally appropriate symbol systems
    // Enable rapid communication through symbol selection
    // Learn user's preferred symbol vocabulary
    // Your implementation here
  }

  // TODO: Predictive text and communication
  async providePredictiveCommunication(
    partialInput: PartialCommunicationInput,
    userCommunicationPatterns: CommunicationPattern[],
    contextualPredictions: ContextualPrediction[]
  ): Promise<PredictiveCommunicationAssistance> {
    // Predict and suggest complete thoughts and phrases
    // Learn individual communication styles and needs
    // Adapt to different communication situations
    // Support multiple input modalities
    // Your implementation here
  }

  // TODO: Communication bridge for non-verbal individuals
  async createNonVerbalCommunicationBridge(
    nonVerbalInput: NonVerbalInput[],
    communicationIntents: CommunicationIntent[],
    interpersonalContext: InterpersonalContext
  ): Promise<NonVerbalCommunicationTranslation> {
    // Translate gestures, expressions, and behaviors to speech
    // Support multiple non-verbal communication methods
    // Respect individual communication preferences
    // Enable two-way communication facilitation
    // Your implementation here
  }
}

class LanguagePreservationSystem {
  // TODO: Community-driven language model development
  async supportCommunityLanguageModels(
    communityLanguageData: CommunityLanguageData,
    languageExperts: CommunityLanguageExpert[],
    culturalProtocols: LanguageCulturalProtocol[]
  ): Promise<CommunityLanguageModel> {
    // Enable communities to build their own language AI
    // Respect cultural ownership of language data
    // Support community validation and quality control
    // Provide tools for ongoing language model maintenance
    // Your implementation here
  }

  // TODO: Intergenerational language transmission
  async facilitateLanguageTransmission(
    elderSpeakers: ElderSpeaker[],
    languageLearners: LanguageLearner[],
    transmissionMethods: LanguageTransmissionMethod[]
  ): Promise<IntergenerationalLanguagePlatform> {
    // Connect elder speakers with young learners
    // Preserve traditional storytelling and oral history
    // Support immersive language learning experiences
    // Document and share cultural linguistic knowledge
    // Your implementation here
  }

  // TODO: Language documentation and archival
  async createLanguageDocumentationTools(
    documentationGoals: LanguageDocumentationGoal[],
    recordingCapabilities: RecordingCapability[],
    archivalRequirements: ArchivalRequirement[]
  ): Promise<LanguageDocumentationPlatform> {
    // High-quality audio and video documentation
    // Metadata preservation for linguistic analysis
    // Community-controlled access and sharing
    // Integration with linguistic research databases
    // Your implementation here
  }
}

class LanguageAIEthicsSystem {
  // TODO: Linguistic bias detection
  async detectLinguisticBias(
    languageModelOutputs: LanguageModelOutput[],
    biasCategories: LinguisticBiasCategory[],
    culturalSensitivityMetrics: CulturalSensitivityMetric[]
  ): Promise<LinguisticBiasAssessment> {
    // Detect stereotypes and prejudices in language generation
    // Identify cultural and regional linguistic discrimination
    // Assess representation of diverse linguistic communities
    // Monitor for evolving forms of linguistic bias
    // Your implementation here
  }

  // TODO: Fair language representation
  async ensureFairLanguageRepresentation(
    languageVarieties: LanguageVariety[],
    representationMetrics: RepresentationMetric[],
    equityGoals: LinguisticEquityGoal[]
  ): Promise<FairLanguageRepresentation> {
    // Ensure equal treatment across language varieties
    // Balance standard and non-standard language forms
    // Respect linguistic diversity and legitimacy
    // Address systemic language discrimination
    // Your implementation here
  }

  // TODO: Cultural appropriation prevention
  async preventCulturalAppropriation(
    languageUsageContext: LanguageUsageContext,
    culturalOwnership: CulturalLanguageOwnership,
    appropriationRiskFactors: AppropriationRiskFactor[]
  ): Promise<CulturalAppropriationPrevention> {
    // Identify inappropriate use of cultural language elements
    // Respect sacred and ceremonial language restrictions
    // Enable community consent for language technology use
    // Provide education about respectful language use
    // Your implementation here
  }
}