NTele-Hybrid-27B-v1

One model for generation and decision tasks.

NTele-Hybrid-27B-v1, fine-tuned from Qwen3.8-27B, is a 27B hybrid model combining text generation with structured decision-making. Deploy a single model instance and access both capabilities through separate API endpoints.

Performance

Decision Index

Evaluated on the Decision Index 0.3 Public suite.

Jev API 1.14 results come from the official public snapshot.

Generation tasks

NTele-Hybrid-27B-v1 matches or exceeds the base model across all five evaluations below.

Quick start

We recommend using SGLang ≥ 0.5.20 to deploy the model.

python -m sglang.launch_server \
  --model-path /path/to/NTele-Hybrid-27B-v1 \
  --served-model-name NTele-Hybrid-27B-v1 \
  --host 0.0.0.0 \
  --port 7801

Generation

curl http://localhost:7801/v1/chat/completions \
  -H "Content-Type: application/json" \
  -d '{
    "model": "NTele-Hybrid-27B-v1",
    "messages": [
      {"role": "user", "content": "Explain binary search."}
    ]
  }'

Decision

Use the calibrated temperature 1.26964 for decision tasks.

curl -X POST "http://localhost:7801/v1/decisions" \
  -H "Content-Type: application/json" \
  --max-time 60 \
  --data-raw '{
    "input": "I have been trying to connect my Stripe account for 3 days and the integration keeps failing. I am losing sales.",
    "temperature": 1.26964,
    "prompt_format_version": 1,
    "return_prompt_token_ids": true,
    "questions": [
      {
        "id": "team",
        "type": "choice",
        "question": "Which team should handle this ticket?",
        "options": [
          { "name": "billing", "description": "Payment or subscription issues" },
          { "name": "technical", "description": "Bugs or integration problems" },
          { "name": "sales", "description": "Pricing or account questions" }
        ]
      },
      {
        "id": "frustration",
        "type": "score",
        "question": "How frustrated is the customer?",
        "levels": ["Calm", "Frustrated but civil", "Very angry"]
      },
      {
        "id": "urgent",
        "type": "yes_no",
        "question": "The customer needs an answer today."
      }
    ]
  }'