GenAI Articles For Practitioners - Aporia
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Build vs Buy: How to Choose the Right Path for Your GenAI App’s Guardrails
In May 2023, Samsung employees unintentionally disclosed confidential source code by inputting it into ChatGPT, resulting in a company-wide ban...
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Planning Your 2025 Generative AI Budget: A Comprehensive Guide
As we step into 2025, integrating GenAI isn’t just an option; it’s a necessity for businesses to stay competitive and...
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Top 7 GenAI Security Tools to Safeguard Your AI’s Future
Here is our evaluation of the top 7 GenAI security tools on the market today (Aug 2024), so you can...
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How to Train Your Own Language Model
OpenAI recently released GPT-4o – their flagship multimodal artificial intelligence (AI) model that can process text, audio, and vision in...
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Understanding Why AI Guardrails Are Necessary: Ensuring Ethical and Responsible AI Use
Artificial Intelligence (AI) has made tremendous strides in recent years, transforming industries and making our lives easier. But despite these...
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AI Chatbot Hallucinations: Understanding and Mitigating Risks
Imagine asking a chatbot for help, only to find that its answer is inaccurate, even fabricated. This isn’t just a...
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Low-Rank Adaptation: A Closer Look at LoRA
TL;DR What is Low-Rank Adaptation (LoRA)? Introduced by Microsoft in 2021, LoRA (Low-Rank Adaptation) is a parameter-efficient fine-tuning technique that...
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AI Gateway: What is it & 5 AI Gateways You Should Know About
The AI landscape is booming, with powerful models and new use cases emerging daily. However, harnessing their potential securely and...
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Enhancing RAG performance using Hypothetical Document Embeddings (HyDE)
Introduction Discovering information on the internet is like a treasure hunt, and the key to success lies in search engines....
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Conversational AI: Talk to your Data vs. RAG
In conversational AI, ‘Talk to your Data’ (TTYD) and Retrieval-Augmented Generation (RAG) both share the common goal of facilitating dialogue...
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How to build a RAG chatbot from scratch with minimal AI Hallucinations
Intro At the recent AI Summit in New York, I led a workshop on building Retrieval-Augmented Generation (RAG) chatbots, which...
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Exploring Architectures and Capabilities of Foundational LLMs
When talking about artificial intelligence, Large Language Models (LLMs) stand as pillars of innovation, reshaping how we interact with and...
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