SUTRA Reasoning Capabilities
This guide dives into SUTRA-R0’s reasoning capabilities, designed for structured thinking and complex decision-making across domains like finance, healthcare, and customer service. SUTRA-R0 excels in multi-step problem-solving and nuanced analysis.
🧠 Reasoning Overview
SUTRA-R0, built with a logical reasoning layer, outperforms models like DeepSeek-R1-32B and OpenAI-o1-mini in multilingual tasks (e.g., Hindi: 81.44, Gujarati: 79.39). Its structured reasoning framework supports enterprise applications by interpreting complex scenarios and generating actionable insights.
📦 Step 1: Install Dependencies
# SUTRA models are OpenAI API compatible
!pip install -qU openai
🔐 Step 2: Initialize SUTRA Client
from openai import OpenAI
client = OpenAI(
api_key="YOUR_SUTRA_API_KEY",
base_url="https://api.two.ai/v2"
)
💬 Step 3: Reasoning Example
response = client.chat.completions.create(
model="sutra-r0",
messages=[
{"role": "system", "content": "You are a reasoning expert. Break down the query into logical steps."},
{"role": "user", "content": "If a contract states 'Party A is liable unless Party B notifies within 7 days,' who is liable if notice is given on day 8?"}
],
max_tokens=1024,
temperature=0.7
)
print(response.choices[0].message.content)
🌟 Use Cases
- Financial Services: Risk assessment and market trend analysis.
- Healthcare: Medical data analysis and diagnostic support.
- Customer Service: Intelligent response recommendations for complex inquiries.
🛠 Troubleshooting
- Invalid API Key: Verify your key at https://developer.two.ai.
- Model Not Found: Use
sutra-r0
. SUTRA-V1 was deprecated on March 22, 2025. - Incomplete Responses: Increase
max_tokens
or refine the prompt for clarity.