Together APIs — RL

naftiko: 1.0.0-alpha2
info:
  label: Together APIs — RL
  description: 'Together APIs — RL. 15 operations. Lead operation: Download checkpoint. Self-contained Naftiko capability
    covering one Together Ai business surface.'
  tags:
  - Together Ai
  - RL
  created: '2026-05-19'
  modified: '2026-05-19'
binds:
- namespace: env
  keys:
    TOGETHER_AI_API_KEY: TOGETHER_AI_API_KEY
capability:
  consumes:
  - type: http
    namespace: together-ai-rl
    baseUri: https://api.together.ai/v1
    description: Together APIs — RL business capability. Self-contained, no shared references.
    resources:
    - name: rl-checkpoints-id-download
      path: /rl/checkpoints/{id}/download
      operations:
      - name: downloadcheckpoint
        method: GET
        description: Download checkpoint
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: id
          in: path
          type: string
          required: true
        - name: variant
          in: query
          type: string
          required: true
    - name: rl-training-sessions
      path: /rl/training-sessions
      operations:
      - name: listtrainingsessions
        method: GET
        description: List training sessions
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: status
          in: query
          type: string
        - name: limit
          in: query
          type: integer
        - name: after
          in: query
          type: string
      - name: starttrainingsession
        method: POST
        description: Create training session
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: rl-training-sessions-session_id
      path: /rl/training-sessions/{session_id}
      operations:
      - name: gettrainingsession
        method: GET
        description: Get training session
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: session_id
          in: path
          type: string
          required: true
    - name: rl-training-sessions-session_id-operations-forward-backward
      path: /rl/training-sessions/{session_id}/operations/forward-backward
      operations:
      - name: forwardbackward
        method: POST
        description: Forward-backward pass
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: session_id
          in: path
          type: string
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: rl-training-sessions-session_id-operations-forward-backward-operation_id
      path: /rl/training-sessions/{session_id}/operations/forward-backward/{operation_id}
      operations:
      - name: getforwardbackwardoperation
        method: GET
        description: Get forward-backward operation
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: session_id
          in: path
          type: string
          required: true
        - name: operation_id
          in: path
          type: string
          required: true
    - name: rl-training-sessions-session_id-operations-inference-checkpoint
      path: /rl/training-sessions/{session_id}/operations/inference-checkpoint
      operations:
      - name: createinferencecheckpoint
        method: POST
        description: Create inference checkpoint
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: session_id
          in: path
          type: string
          required: true
    - name: rl-training-sessions-session_id-operations-inference-checkpoint-operation_id
      path: /rl/training-sessions/{session_id}/operations/inference-checkpoint/{operation_id}
      operations:
      - name: getinferencecheckpointoperation
        method: GET
        description: Get inference checkpoint operation
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: session_id
          in: path
          type: string
          required: true
        - name: operation_id
          in: path
          type: string
          required: true
    - name: rl-training-sessions-session_id-operations-optim-step
      path: /rl/training-sessions/{session_id}/operations/optim-step
      operations:
      - name: optimstep
        method: POST
        description: Optimizer step
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: session_id
          in: path
          type: string
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: rl-training-sessions-session_id-operations-optim-step-operation_id
      path: /rl/training-sessions/{session_id}/operations/optim-step/{operation_id}
      operations:
      - name: getoptimstepoperation
        method: GET
        description: Get optim-step operation
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: session_id
          in: path
          type: string
          required: true
        - name: operation_id
          in: path
          type: string
          required: true
    - name: rl-training-sessions-session_id-operations-sample
      path: /rl/training-sessions/{session_id}/operations/sample
      operations:
      - name: sample
        method: POST
        description: Sample
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: session_id
          in: path
          type: string
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: rl-training-sessions-session_id-operations-sample-operation_id
      path: /rl/training-sessions/{session_id}/operations/sample/{operation_id}
      operations:
      - name: getsample
        method: GET
        description: Get sample operation
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: session_id
          in: path
          type: string
          required: true
        - name: operation_id
          in: path
          type: string
          required: true
    - name: rl-training-sessions-session_id-operations-training-checkpoint
      path: /rl/training-sessions/{session_id}/operations/training-checkpoint
      operations:
      - name: createtrainingcheckpoint
        method: POST
        description: Save training checkpoint
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: session_id
          in: path
          type: string
          required: true
    - name: rl-training-sessions-session_id-operations-training-checkpoint-operation_id
      path: /rl/training-sessions/{session_id}/operations/training-checkpoint/{operation_id}
      operations:
      - name: gettrainingcheckpointoperation
        method: GET
        description: Get save training checkpoint operation
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: session_id
          in: path
          type: string
          required: true
        - name: operation_id
          in: path
          type: string
          required: true
    - name: rl-training-sessions-session_id-stop
      path: /rl/training-sessions/{session_id}/stop
      operations:
      - name: stoptrainingsession
        method: POST
        description: Stop training session
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: session_id
          in: path
          type: string
          required: true
    authentication:
      type: bearer
      token: '{{env.TOGETHER_AI_API_KEY}}'
  exposes:
  - type: rest
    namespace: together-ai-rl-rest
    port: 8080
    description: REST adapter for Together APIs — RL. One Spectral-compliant resource per consumed operation, prefixed with
      /v1.
    resources:
    - path: /v1/rl/checkpoints/{id}/download
      name: rl-checkpoints-id-download
      description: REST surface for rl-checkpoints-id-download.
      operations:
      - method: GET
        name: downloadcheckpoint
        description: Download checkpoint
        call: together-ai-rl.downloadcheckpoint
        with:
          id: rest.id
          variant: rest.variant
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions
      name: rl-training-sessions
      description: REST surface for rl-training-sessions.
      operations:
      - method: GET
        name: listtrainingsessions
        description: List training sessions
        call: together-ai-rl.listtrainingsessions
        with:
          status: rest.status
          limit: rest.limit
          after: rest.after
        outputParameters:
        - type: object
          mapping: $.
      - method: POST
        name: starttrainingsession
        description: Create training session
        call: together-ai-rl.starttrainingsession
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions/{session-id}
      name: rl-training-sessions-session-id
      description: REST surface for rl-training-sessions-session_id.
      operations:
      - method: GET
        name: gettrainingsession
        description: Get training session
        call: together-ai-rl.gettrainingsession
        with:
          session_id: rest.session_id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions/{session-id}/operations/forward-backward
      name: rl-training-sessions-session-id-operations-forward-backward
      description: REST surface for rl-training-sessions-session_id-operations-forward-backward.
      operations:
      - method: POST
        name: forwardbackward
        description: Forward-backward pass
        call: together-ai-rl.forwardbackward
        with:
          session_id: rest.session_id
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions/{session-id}/operations/forward-backward/{operation-id}
      name: rl-training-sessions-session-id-operations-forward-backward-operation-id
      description: REST surface for rl-training-sessions-session_id-operations-forward-backward-operation_id.
      operations:
      - method: GET
        name: getforwardbackwardoperation
        description: Get forward-backward operation
        call: together-ai-rl.getforwardbackwardoperation
        with:
          session_id: rest.session_id
          operation_id: rest.operation_id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions/{session-id}/operations/inference-checkpoint
      name: rl-training-sessions-session-id-operations-inference-checkpoint
      description: REST surface for rl-training-sessions-session_id-operations-inference-checkpoint.
      operations:
      - method: POST
        name: createinferencecheckpoint
        description: Create inference checkpoint
        call: together-ai-rl.createinferencecheckpoint
        with:
          session_id: rest.session_id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions/{session-id}/operations/inference-checkpoint/{operation-id}
      name: rl-training-sessions-session-id-operations-inference-checkpoint-operation-id
      description: REST surface for rl-training-sessions-session_id-operations-inference-checkpoint-operation_id.
      operations:
      - method: GET
        name: getinferencecheckpointoperation
        description: Get inference checkpoint operation
        call: together-ai-rl.getinferencecheckpointoperation
        with:
          session_id: rest.session_id
          operation_id: rest.operation_id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions/{session-id}/operations/optim-step
      name: rl-training-sessions-session-id-operations-optim-step
      description: REST surface for rl-training-sessions-session_id-operations-optim-step.
      operations:
      - method: POST
        name: optimstep
        description: Optimizer step
        call: together-ai-rl.optimstep
        with:
          session_id: rest.session_id
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions/{session-id}/operations/optim-step/{operation-id}
      name: rl-training-sessions-session-id-operations-optim-step-operation-id
      description: REST surface for rl-training-sessions-session_id-operations-optim-step-operation_id.
      operations:
      - method: GET
        name: getoptimstepoperation
        description: Get optim-step operation
        call: together-ai-rl.getoptimstepoperation
        with:
          session_id: rest.session_id
          operation_id: rest.operation_id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions/{session-id}/operations/sample
      name: rl-training-sessions-session-id-operations-sample
      description: REST surface for rl-training-sessions-session_id-operations-sample.
      operations:
      - method: POST
        name: sample
        description: Sample
        call: together-ai-rl.sample
        with:
          session_id: rest.session_id
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions/{session-id}/operations/sample/{operation-id}
      name: rl-training-sessions-session-id-operations-sample-operation-id
      description: REST surface for rl-training-sessions-session_id-operations-sample-operation_id.
      operations:
      - method: GET
        name: getsample
        description: Get sample operation
        call: together-ai-rl.getsample
        with:
          session_id: rest.session_id
          operation_id: rest.operation_id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions/{session-id}/operations/training-checkpoint
      name: rl-training-sessions-session-id-operations-training-checkpoint
      description: REST surface for rl-training-sessions-session_id-operations-training-checkpoint.
      operations:
      - method: POST
        name: createtrainingcheckpoint
        description: Save training checkpoint
        call: together-ai-rl.createtrainingcheckpoint
        with:
          session_id: rest.session_id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions/{session-id}/operations/training-checkpoint/{operation-id}
      name: rl-training-sessions-session-id-operations-training-checkpoint-operation-id
      description: REST surface for rl-training-sessions-session_id-operations-training-checkpoint-operation_id.
      operations:
      - method: GET
        name: gettrainingcheckpointoperation
        description: Get save training checkpoint operation
        call: together-ai-rl.gettrainingcheckpointoperation
        with:
          session_id: rest.session_id
          operation_id: rest.operation_id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/rl/training-sessions/{session-id}/stop
      name: rl-training-sessions-session-id-stop
      description: REST surface for rl-training-sessions-session_id-stop.
      operations:
      - method: POST
        name: stoptrainingsession
        description: Stop training session
        call: together-ai-rl.stoptrainingsession
        with:
          session_id: rest.session_id
        outputParameters:
        - type: object
          mapping: $.
  - type: mcp
    namespace: together-ai-rl-mcp
    port: 9090
    transport: http
    description: MCP adapter for Together APIs — RL. One tool per consumed operation, routed inline through this capability's
      consumes block.
    tools:
    - name: download-checkpoint
      description: Download checkpoint
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-rl.downloadcheckpoint
      with:
        id: tools.id
        variant: tools.variant
      outputParameters:
      - type: object
        mapping: $.
    - name: list-training-sessions
      description: List training sessions
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-rl.listtrainingsessions
      with:
        status: tools.status
        limit: tools.limit
        after: tools.after
      outputParameters:
      - type: object
        mapping: $.
    - name: create-training-session
      description: Create training session
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: together-ai-rl.starttrainingsession
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: get-training-session
      description: Get training session
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-rl.gettrainingsession
      with:
        session_id: tools.session_id
      outputParameters:
      - type: object
        mapping: $.
    - name: forward-backward-pass
      description: Forward-backward pass
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: together-ai-rl.forwardbackward
      with:
        session_id: tools.session_id
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: get-forward-backward-operation
      description: Get forward-backward operation
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-rl.getforwardbackwardoperation
      with:
        session_id: tools.session_id
        operation_id: tools.operation_id
      outputParameters:
      - type: object
        mapping: $.
    - name: create-inference-checkpoint
      description: Create inference checkpoint
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: together-ai-rl.createinferencecheckpoint
      with:
        session_id: tools.session_id
      outputParameters:
      - type: object
        mapping: $.
    - name: get-inference-checkpoint-operation
      description: Get inference checkpoint operation
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-rl.getinferencecheckpointoperation
      with:
        session_id: tools.session_id
        operation_id: tools.operation_id
      outputParameters:
      - type: object
        mapping: $.
    - name: optimizer-step
      description: Optimizer step
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: together-ai-rl.optimstep
      with:
        session_id: tools.session_id
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: get-optim-step-operation
      description: Get optim-step operation
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-rl.getoptimstepoperation
      with:
        session_id: tools.session_id
        operation_id: tools.operation_id
      outputParameters:
      - type: object
        mapping: $.
    - name: sample
      description: Sample
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: together-ai-rl.sample
      with:
        session_id: tools.session_id
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: get-sample-operation
      description: Get sample operation
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-rl.getsample
      with:
        session_id: tools.session_id
        operation_id: tools.operation_id
      outputParameters:
      - type: object
        mapping: $.
    - name: save-training-checkpoint
      description: Save training checkpoint
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: together-ai-rl.createtrainingcheckpoint
      with:
        session_id: tools.session_id
      outputParameters:
      - type: object
        mapping: $.
    - name: get-save-training-checkpoint-operation
      description: Get save training checkpoint operation
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-rl.gettrainingcheckpointoperation
      with:
        session_id: tools.session_id
        operation_id: tools.operation_id
      outputParameters:
      - type: object
        mapping: $.
    - name: stop-training-session
      description: Stop training session
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: together-ai-rl.stoptrainingsession
      with:
        session_id: tools.session_id
      outputParameters:
      - type: object
        mapping: $.