class GSM8KResponse {
  chain_of_thought string @description(#"
    Keep reasoning concise (2-5 sentences). Avoid filler.
  "#)
  final_answer string @description(#"
    Return as '#### <number>' (e.g., '#### 42' or '#### -3.5').
    Do not include units or extra words.
  "#)
  confidence_score float @description("Self-evaluated confidence between 0.0 and 1.0.")
}

function SolveGSM8K(question: string) -> GSM8KResponse {
  client TogetherQwen7BLowTemp

  prompt #"
    You solve grade-school math word problems.

    Problem:
    {{ question }}

    {{ ctx.output_format }}
  "#
}

test TestSolveGSM8K {
  functions [SolveGSM8K]
  args {
    question "If a store sells 12 apples and then sells 8 more, how many apples were sold in total?"
  }
}

client<llm> TogetherQwen7BLowTemp {
  provider "openai-generic"
  retry_policy Exponential
  options {
    base_url "https://api.together.ai/v1"
    model "Qwen/Qwen2.5-7B-Instruct-Turbo"
    api_key env.TOGETHER_API_KEY
    temperature 0.3
    logprobs true
    top_logprobs 1
  }
}

client<llm> VertexClaudeSonnet {
  provider vertex-ai
  options {
    model "claude-sonnet-4-5@20250929"
    location global
    project_id my-project-id
    anthropic_version "vertex-2023-10-16"
    credentials env.GOOGLE_APPLICATION_CREDENTIALS
  }
}

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ChaCha20-Poly1305

age