Professor Codephreak

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Professor Codephreak Software Engineer Machine Learning Platform Architect

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RAGE for LLM as a Tool to Create Reasoning Agents as MASTERMIND

Introduction: article created as first test of GPT-RESEARCHER as a research tool The integration of Retrieval-Augmented Generative Engine (RAGE) with Large Language Models (LLMs) represents a significant advancement in the field of artificial intelligence, particularly in enhancing the reasoning capabilities of these models. This report delves into the application of RAGE in transforming LLMs into sophisticated reasoning agents, akin to a “MASTERMIND,” capable of strategic reasoning and intelligent decision-making. The focus is on how RAG […]

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Reliable fully local RAG agents with LLaMA3

https://github.com/langchain-ai/langgraph/blob/main/examples/rag/langgraph_rag_agent_llama3_local.ipynb Building reliable local agents using LangGraph and LLaMA3-8b within the RAGE framework involves several key components and methodologies: Model Integration and Local Deployment: LLaMA3-8b: Utilize this robust language model for generating responses based on user queries. It serves as the core generative engine in the RAGE system. LangGraph: Enhance the responses of LLaMA3 by integrating structured knowledge graphs through LangGraph, boosting the model’s capability to deliver contextually relevant and accurate information. Advanced RAGE Techniques: […]

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MASTERMIND

MASTERMIND

MASTERMIND is an advanced agency control structure designed for intelligent decision-making and strategic analysis. It orchestrates the interaction between various components of a larger system, managing workflows and ensuring consistency across operations. MASTERMIND integrates modules for prediction, reasoning, logic, non-monotonic reasoning, and more to handle complex tasks dynamically and adaptively. Here are some key aspects of MASTERMIND: Modular Architecture: It coordinates between multiple modules like prediction, logic, and reasoning to process data and execute complex […]

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