Freaks City

What is Spring AI? Spring AI addresses a fundamental challenge in the AI landscape: the lack of a standardized interface for interacting with various Large Language Models (LLMs). Each LLM provider (OpenAI, DeepSeek, Zhipu, etc.) has its own unique API format and conventions. Spring AI abstracts this complexity by introducing a unified ChatMode ...

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 ...

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 ...