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RAG-Enhanced Conversational AI: A Comprehensive Guide

Forum One

The introduction of Retrieval-Augmented Generation, or RAG, now allows AI applications to enhance the capabilities of machine learning models by integrating them with a retrieval component. Each type of solution has benefits and drawbacks, so it’s important to understand the landscape and map the right solution to the use case at hand.

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Are Social Enterprises Viable Models for Funding Nonprofits?

ASU Lodestar Center

Social enterprise models may well offer an answer. Should nonprofits become more aggressive in adopting new business models that can add needed revenue? What are the downsides and dangers in pursuing new models? These social enterprise efforts can add a business model by creating sustainable revenue.

Model 53
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A Jargon-Free Guide to Low-Profit Limited Liability Companies (L3C)

NonProfit Hub

So you want to start an organization that benefits a specific cause. Or is something that benefits both the owners and the cause more up your alley? An L3C, though, is a hybrid of an LLC and nonprofit business model, which is where an organization operates to benefit the general public without shareholders and without a profit motive.