Wispr AI LLM API

The LLM API from Wispr AI — 20 operation(s) for llm.

Operations 22

POST /llm/api Flow Api #
POST /llm/asr Asr #
POST /llm/formatting Formatting #
POST /llm/completion Completion #
POST /llm/ocr Ocr #
POST /llm/extract_asr_words Extract Asr Words #
POST /llm/format_non_english Format Non English Endpoint #
POST /llm/asr_audio_chunks Asr Audio Chunks #
POST /llm/command_mode_route Command Mode Route #
POST /llm/command_mode Command Mode #
POST /llm/instruct_mode Instruct Mode #
POST /llm/polish_text Polish Text #
POST /llm/extract_edited_words Extract Edited Words #
POST /llm/classify_intent Classify Intent #
POST /llm/detect_formality Detect Formality #
POST /llm/check_sensibility Check Sensibility #
POST /llm/chat Flow Response #
GET /llm/flow_state_2025 Fetch Flow State 2025 #
POST /llm/flow_state_2025 Create Flow State 2025 #
GET /llm/voice_profile/latest Fetch Latest Voice Profile #
GET /llm/voice_profile Fetch Voice Profile #
POST /llm/voice_profile Create Voice Profile #

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OpenAPI Specification

wispr-ai-llm-api-openapi.yml Raw ↑
openapi: 3.2.0
info:
  title: Wispr Backend Analytics LLM API
  description: Wispr Backend API
  version: 0.5.2
servers:
- url: https://api.wisprflow.ai
  description: Base URL declared by the provider in apis.yml (roadmap#122).
tags:
- name: LLM
paths:
  /llm/api:
    post:
      tags:
      - LLM
      summary: Flow Api
      operationId: flow_api
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/Body_flow_api_llm_api_post'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/asr:
    post:
      tags:
      - LLM
      summary: Asr
      operationId: asr
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/Body_asr_llm_asr_post'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/formatting:
    post:
      tags:
      - LLM
      summary: Formatting
      operationId: formatting
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/FormattingRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/completion:
    post:
      tags:
      - LLM
      summary: Completion
      operationId: completion
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/CompletionRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/ocr:
    post:
      tags:
      - LLM
      summary: Ocr
      operationId: ocr
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/OCRRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/extract_asr_words:
    post:
      tags:
      - LLM
      summary: Extract Asr Words
      operationId: extract_asr_words
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/ExtractASRWordsRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/format_non_english:
    post:
      tags:
      - LLM
      summary: Format Non English Endpoint
      operationId: format_non_english_endpoint
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/NonEnglishFormattingRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/asr_audio_chunks:
    post:
      tags:
      - LLM
      summary: Asr Audio Chunks
      operationId: asr_audio_chunks
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/AsrAudioChunksRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/command_mode_route:
    post:
      tags:
      - LLM
      summary: Command Mode Route
      operationId: command_mode_route
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/CommandModeRouteRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/command_mode:
    post:
      tags:
      - LLM
      summary: Command Mode
      operationId: command_mode
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/CommandModeRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/instruct_mode:
    post:
      tags:
      - LLM
      summary: Instruct Mode
      operationId: instruct_mode
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/InstructModeRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/InstructModeResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/polish_text:
    post:
      tags:
      - LLM
      summary: Polish Text
      operationId: polish_text
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/PolishTextRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/PolishTextResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/extract_edited_words:
    post:
      tags:
      - LLM
      summary: Extract Edited Words
      description: 'Extract proper nouns, technical terms, or domain-specific terms that were edited

        between the original pasted text and the edited text.'
      operationId: extract_edited_words
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/ExtractEditedWordsRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ExtractEditedWordsResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/classify_intent:
    post:
      tags:
      - LLM
      summary: Classify Intent
      description: 'Classify voice input into one of the provided routes.


        Returns the matched route plus optional per-route structured data the classifier'
      operationId: classify_intent
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/ClassifyIntentRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ClassifyIntentResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/detect_formality:
    post:
      tags:
      - LLM
      summary: Detect Formality
      description: 'Classify text messages into one of three formality levels based on

        capitalization, punctuation and other use of informal language.

        Levels: very_casual, casual, formal'
      operationId: detect_formality
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/DetectFormalityRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/DetectFormalityResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/check_sensibility:
    post:
      tags:
      - LLM
      summary: Check Sensibility
      description: 'Check if a transcribed message makes sense in context.

        Returns a score from 0.0 (nonsensical) to 1.0 (makes perfect sense).

        Used to warn users before they send potentially embarrassing messages.'
      operationId: check_sensibility
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/CheckSensibilityRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/CheckSensibilityResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/chat:
    post:
      tags:
      - LLM
      summary: Flow Response
      operationId: flow_response
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/FlowResponseRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/flow_state_2025:
    get:
      tags:
      - LLM
      summary: Fetch Flow State 2025
      operationId: fetch_flow_state_2025
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/FlowState2025Response'
      security:
      - ApiKeyHeaderPatched: []
    post:
      tags:
      - LLM
      summary: Create Flow State 2025
      operationId: create_flow_state_2025
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/HistoryRowsRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/FlowState2025Response'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - ApiKeyHeaderPatched: []
  /llm/voice_profile/latest:
    get:
      tags:
      - LLM
      summary: Fetch Latest Voice Profile
      operationId: fetch_latest_voice_profile
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/VoiceProfileResponse'
      security:
      - ApiKeyHeaderPatched: []
  /llm/voice_profile:
    get:
      tags:
      - LLM
      summary: Fetch Voice Profile
      operationId: fetch_voice_profile
      security:
      - ApiKeyHeaderPatched: []
      parameters:
      - name: word_count_milestone
        in: query
        required: false
        schema:
          anyOf:
          - enum:
            - 2000
            - 12000
            - 37000
            - 87000
            - 162000
            - 262000
            - 362000
            - 462000
            - 562000
            - 662000
            type: integer
          - type: 'null'
          title: Word Count Milestone
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/VoiceProfileResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    post:
      tags:
      - LLM
      summary: Create Voice Profile
      operationId: create_voice_profile
      security:
      - ApiKeyHeaderPatched: []
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/VoiceProfileRequest'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/VoiceProfileResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
components:
  schemas:
    HistoryRow:
      properties:
        formatted_text:
          type: string
          title: Formatted Text
        timestamp:
          type: string
          format: date-time
          title: Timestamp
        app_name:
          type: string
          title: App Name
        detected_language:
          anyOf:
          - type: string
          - type: 'null'
          title: Detected Language
      type: object
      required:
      - formatted_text
      - timestamp
      - app_name
      title: HistoryRow
    Body_flow_api_llm_api_post:
      properties:
        audio:
          type: string
          title: Audio
          description: Base64 encoded audio
        language:
          anyOf:
          - items:
              type: string
            type: array
          - type: string
          - type: 'null'
          title: Language
          description: List of languages the user speaks
        context:
          anyOf:
          - $ref: '#/components/schemas/Context'
          - type: 'null'
          description: Full context surrounding the dictation
        properties:
          anyOf:
          - $ref: '#/components/schemas/APIProperties'
          - type: 'null'
          description: Additional properties
        transcript_id:
          type: string
          title: Transcript Id
          description: Transcript Entity UUID
      type: object
      required:
      - audio
      title: Body_flow_api_llm_api_post
    CheckSensibilityRequest:
      properties:
        transcript:
          type: string
          title: Transcript
          description: The transcribed and formatted text to check
        before_text:
          type: string
          title: Before Text
          description: Text before the cursor/insertion point
          default: ''
        after_text:
          type: string
          title: After Text
          description: Text after the cursor/insertion point
          default: ''
        app_context:
          anyOf:
          - type: string
          - type: 'null'
          title: App Context
          description: Optional app context (e.g., app name, URL)
      type: object
      required:
      - transcript
      title: CheckSensibilityRequest
    FlowStateProcessingStatus:
      type: string
      enum:
      - not_started
      - processing
      - complete
      - failed
      title: FlowStateProcessingStatus
    WritingSample:
      properties:
        text:
          type: string
          title: Text
        prompt_name:
          anyOf:
          - type: string
          - type: 'null'
          title: Prompt Name
      type: object
      required:
      - text
      title: WritingSample
      description: A single writing sample provided by the user for voice/style matching.
    OpenRouterProviderConfig:
      properties:
        kind:
          type: string
          enum:
          - openrouter
          title: Kind
          default: openrouter
        model:
          type: string
          title: Model
      type: object
      required:
      - model
      title: OpenRouterProviderConfig
      description: Provider config for an OpenRouter-backed model.
    RouteDefinition:
      properties:
        name:
          type: string
          maxLength: 64
          title: Name
          description: Route name, e.g. 'instruct', 'dictation'
        route_prompt:
          type: string
          title: Route Prompt
          description: Description of when this route applies
      type: object
      required:
      - name
      - route_prompt
      title: RouteDefinition
    FlowResponseRequest:
      properties:
        workflow:
          $ref: '#/components/schemas/FlowWorkFlows'
        messages:
          items:
            additionalProperties:
              type: string
            propertyNames:
              enum:
              - speaker
              - message
            type: object
          type: array
          title: Messages
      type: object
      required:
      - workflow
      - messages
      title: FlowResponseRequest
    PolishTextRequest:
      properties:
        selected_text:
          type: string
          title: Selected Text
        instructions:
          $ref: '#/components/schemas/PolishInstructions'
        writing_samples:
          anyOf:
          - additionalProperties:
              $ref: '#/components/schemas/WritingSample'
            type: object
          - type: 'null'
          title: Writing Samples
        custom_prompt:
          anyOf:
          - $ref: '#/components/schemas/PolishPrompt'
          - type: 'null'
        provider_config:
          anyOf:
          - $ref: '#/components/schemas/TransformProviderConfig'
          - type: 'null'
        user_voice_preference:
          anyOf:
          - type: string
          - type: 'null'
          title: User Voice Preference
      type: object
      required:
      - selected_text
      - instructions
      title: PolishTextRequest
    PolishStatus:
      type: string
      enum:
      - succeeded
      - long_text
      - short_text
      - timeout
      - error
      - cancelled
      - no_changes
      - not_editable
      - no_text
      - no_instructions
      title: PolishStatus
      description: Outcome of a Polish text-refinement request.
    Context:
      properties:
        app:
          anyOf:
          - $ref: '#/components/schemas/App'
          - type: 'null'
          description: Information on the app the user is trying to paste in
        ax_context:
          items:
            type: string
          type: array
          title: Ax Context
          description: List of words from accessibility context
        variable_names:
          anyOf:
          - items:
              type: string
            type: array
          - type: 'null'
          title: Variable Names
          description: Variable names extracted from the app context. These get backticked
        file_names:
          anyOf:
          - items:
              type: string
            type: array
          - type: 'null'
          title: File Names
          description: File names extracted from the app context, usually VS Code file names.
        ocr_context:
          items:
            type: string
          type: array
          title: Ocr Context
          description: List of names extracted from user screen content
        dictionary_context:
          items:
            type: string
          type: array
          title: Dictionary Context
          description: List of names in the user's dictionary
        dictionary_replacements:
          additionalProperties:
            type: string
          type: object
          title: Dictionary Replacements
          description: Mapping for replacing phrases/snippets in the user's dictionary
        dictionary_snippets:
          additionalProperties:
            items:
              type: string
            type: array
          type: object
          title: Dictionary Snippets
          description: Mapping of stripped snippet triggers to full triggers
        user_identifier:
          anyOf:
          - type: string
          - type: 'null'
          title: User Identifier
          description: Identifier of the user within the foreground app (e.g., X username, email, etc.)
        user_first_name:
          anyOf:
          - type: string
          - type: 'null'
          title: User First Name
          description: First name of the user making the request
        user_last_name:
          anyOf:
          - type: string
          - type: 'null'
          title: User Last Name
          description: Last name of the user making the request
        textbox_contents:
          anyOf:
          - $ref: '#/components/schemas/TextboxContents'
          - type: 'null'
          description: Selected and surrounding text in the textbox that is being dictated into
        screenshot:
          anyOf:
          - type: string
            contentMediaType: application/octet-stream
          - type: 'null'
          title: Screenshot
          description: Screenshot of the user's screen at time of dictation
        content_text:
          anyOf:
          - type: string
          - type: 'null'
          title: Content Text
          description: Text content of the foreground app at time of dictation
        content_html:
          anyOf:
          - type: string
          - type: 'null'
          title: Content Html
          description: HTML content of the foreground app at time of dictation
        conversation:
          anyOf:
          - $ref: '#/components/schemas/Conversation'
          - type: 'null'
          description: Conversation history for a dictation
        session_dictation_apps:
          items:
            type: string
          type: array
          title: Session Dictation Apps
          description: List of all applications (names, bundle IDs, URLs) used for dictation in this session
      type: object
      title: Context
    Conversation:
      properties:
        id:
          type: string
          title: Id
          description: Identifier of the conversation
        participants:
          items:
            type: string
          type: array
          title: Participants
          description: List of participants in the conversation
        messages:
          items:
            $ref: '#/components/schemas/ChatMessage'
          type: array
          title: Messages
          description: List of messages in the conversation
      type: object
      required:
      - id
      title: Conversation
    ChatRole:
      type: string
      enum:
      - user
      - human
      - assistant
      title: ChatRole
    ClassifyIntentContext:
      properties:
        asr_text:
          type: string
          title: Asr Text
          description: Raw ASR transcription text
        app_name:
          type: string
          title: App Name
          description: Name of the foreground app
          default: ''
        app_url:
          type: string
          title: App Url
          description: URL within the foreground app
          default: ''
        before_text:
          type: string
          title: Before Text
          description: Text before the cursor
          default: ''
        selected_text:
          type: string
          title: Selected Text
          description: Currently selected text
          default: ''
        after_text:
          type: string
          title: After Text
          description: Text after the cursor
          default: ''
        ax_context:
          type: string
          title: Ax Context
          description: First 1000 chars of accessibility context
          default: ''
        session_history:
          items:
            $ref: '#/components/schemas/InstructSessionHistoryMessage'
          type: array
          maxItems: 40
          title: Session History
          description: Prior instruct-chat turns for multi-turn follow-ups (e.g. clarifications after a settings confirmation).
      type: object
      required:
      - asr_text
      title: ClassifyIntentContext
    ClassifyIntentRouteData:
      properties:
        transform:
          anyOf:
          - $ref: '#/components/schemas/TransformRouteData'
          - type: 'null'
          description: Populated when `route == 'transform'`.
      type: object
      title: ClassifyIntentRouteData
      description: 'Per-route structured outputs from the classifier.


        Only the field for the chosen route is populated; all other fields stay null.

        Adding a new route''s structured output = adding a new optional field here.'
    FormattingRequest:
      properties:
        content:
          type: string
          title: Content
          description: Text content to format
        model_name:
          type: string
          title: Model Name
          description: Name of the model to use for formatting
      type: object
      required:
      - content
      - model_name
      title: FormattingRequest
    FlowState2025Response:
      properties:
        user_id:
          type: string
          title: User Id
        processing_status:
          $ref: '#/components/schemas/FlowStateProcessingStatus'
        total_words:
          anyOf:
          - type: integer
          - type: 'null'
          title: Total Words
        total_words_percentile:
          anyOf:
          - type: number
          - type: 'null'
          title: Total Words Percentile
        last_active:
          anyOf:
          - type: string
            format: date-time
          - type: 'null'
          title: Last Active
        total_dictations_desktop:
          anyOf:
          - type: integer
          - type: 'null'
          title: Total Dictations Desktop
        total_dictations_mobile:
          anyOf:
          - type: integer
          - type: 'null'
          title: Total Dictations Mobile
        wpm_desktop:
          anyOf:
          - type: number
          - type: 'null'
          title: Wpm Desktop
        wpm_mobile:
          anyOf:
          - type: number
          - type: 'null'
          title: Wpm Mobile
        longest_streak_days:
          anyOf:
          - type: integer
          - type: 'null'
          title: Longest Streak Days
        top_app:
          anyOf:
          - type: string
          - type: 'null'
          title: Top App
        top_app_day_of_week:
          anyOf:
          - type: string
          - type: 'null'
          title: Top App Day Of Week
        top_app_hour_of_day:
          anyOf:
          - type: integer
          - type: 'null'
          title: Top App Hour Of Day
        top_app_category:
          anyOf:
          - type: string
          - type: 'null'
          title: Top App Category
        secondary_app_category:
          anyOf:
          - type: string
          - type: 'null'
          title: Secondary App Category
        signature_phrase:
          anyOf:
          - type: string
          - type: 'null'
          title: Signature Phrase
        signature_phrase_app:
          anyOf:
          - type: string
          - type: 'null'
          title: Signature Phrase App
        most_used_phrase:
          anyOf:
          - type: string
          - type: 'null'
          title: Most Used Phrase
        dictation_strength:
          anyOf:
          - type: string
          - type: 'null'
          title: Dictation Strength
        alter_ego:
          anyOf:
          - type: string
          - type: 'null'
          title: Alter Ego
        alter_ego_description:
          anyOf:
          - type: string
          - type: 'null'
          title: Alter Ego Description
        avg_session_duration_desktop:
          anyOf:
          - type: number
          - type: 'null'
          title: Avg Session Duration Desktop
        avg_session_duration_mobile:
          anyOf:
          - type: number
          - type: 'null'
          title: Avg Session Duration Mobile
        goals:
          anyOf:
          - items:
              type: string
            type: array
          - type: 'null'
          title: Goals
      type: object
      required:
      - user_id
      - processing_status
      title: FlowState2025Response
    PolishInstructions:
      properties:
        default:
          additionalProperties:
            type: boolean
          type: object
          title: Default
          default: {}
        custom:
          additionalProperties:
            type: boolean
          type: object
          title: Custom
          default: {}
      type: object
      title: PolishInstructions
      description: Saved toggle rules for Polish transforms (built-in defaults + custom).
    BasetenAudioPackets:
      properties:
        packets:
          items:
            type: string
          type: array
          title: Packets
          description: List of base64 encoded audio packets
        volumes:
          items:
            type: number
          type: array
          title: Volumes
          description: List of volume levels for each packet
        packet_duration:
          type: number
          title: Packet Duration
          description: Duration of each packet in seconds
        audio_encoding:
          type: string
          title: Audio Encoding
          description: Audio encoding format (e.g. opus)
        byte_encoding:
          type: string
          title: Byte Encoding
          descrip

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