Implementing Tool-Based Reasoning with Code-Prompt Pattern
Core Concept
The traditional ReAct pattern follows a straightforward loop:
Define available tools
Execute a cycle of Question → Thought → Action → Action Input → Observation
Repeat untill a final answer is reached
The Code-Prompt approach simplifies this by expressing the entire reasoning loop as executable Python code. This method supports b ...
Posted on Fri, 14 Aug 2026 16:26:49 +0000 by ForumSecure
Crafting Effective Prompts and Leveraging Function Calling in GPT Models
Core Prompt Design Principles
Assigning a Persona
Use the system message to define a distinct identity for the model. This sets the tone and perspective for all subsequent responses.
import openai
openai.api_key = "your-api-key"
response = openai.ChatCompletion.create(
model="gpt-3.5-turbo",
messages=[
{&qu ...
Posted on Fri, 08 May 2026 13:50:09 +0000 by sahammondsr