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๐Ÿค AidfulAI Newsletter #5: Distilling Information Overload with AI

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๐Ÿค AidfulAI Newsletter #5: Distilling Information Overload with AI

Dr. Daniel Bender
May 25, 2023
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๐Ÿค AidfulAI Newsletter #5: Distilling Information Overload with AI

newsletter.aidfulai.com
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Dear curious minds,

Welcome to the ultimate newsletter for those interested in Artificial Intelligence (AI) and Personal Knowledge Management (PKM).

Major AI News

๐ŸŽจ๐Ÿ”ฎ Researchers Unveil DragGAN: A Revolutionary Way to Edit Images with Precision and Visual Appeal

Researchers have come up with a new way to edit images that is really useful. It allows anyone to change images in a way that looks good visually. You can control things like the pose, shape, expression, and layout of objects in the image. The method is called DragGAN, and it works by letting you "drag" points in the image to where you want them to go. This gives you precise control over how the resulting image looks.

Images created with DragGAN. Red: starting points, Blue: target points.

The researchers found that DragGAN produces realistic results even in challenging situations, like when parts of the image are hidden or when shapes need to stay the same. Overall, this new method is really valuable for image editing because it gives everyone the power to change images in a way that looks great.

Go to their page linked above and take a look at the video, which is even more impressive than the image shared above.

Privacy-Friendly AI

๐Ÿ’ฌ๐Ÿ”’ Nvidia NeMo Guardrails: Making AI Chats Safer with Open-Source Tool

Nvidia has introduced NeMo Guardrails, an open-source safety toolkit for AI chatbots designed to ensure conversations between humans and AI remain on track.

This software uses large language models (LLMs) and allows developers to establish topical, safety, and security boundaries. Topical guardrails prevent AI from drifting into unwanted areas; safety guardrails include fact-checking, filtering out unwanted language, and preventing inappropriate content; security guardrails restrict the connections AI can make to safe third-party applications.

Nemo Guardrails: The user requests and also the answers are filtered according to defined rules.

NeMo Guardrails can operate with various LLMs and third-party applications like Zapier. While the toolkit can be used independently via the open-source code published on GitHub, Nvidia has incorporated it into their NeMo framework and offers it as a separate paid service.

Besides hosting LLMs on the internet with additional guardrails to prevent malicious usage, the tool provides companies with enhanced control, security, and flexibility when hosting their own local LLMs. It might even be possible to use NeMo Guardrails locally and block forwarding customer or confidential information to cloud-based LLMs.

PKM and AI

๐Ÿ“š๐Ÿ” Good News for Information Overload: AI's Excellence in Distillation

In the era of information overload, the capacity of AI to distill information into digestible insights is a true game-changer. Two tools at the forefront of this revolution are Readwise Reader and Memex.

Both tools are read-it-later apps that can summarize articles with AI for you. They effortlessly turn a mountain of text into key points, making it easier to extract valuable insights and decide if you want to read it yourself.

Even better, both tools allow you to phrase custom questions that are answered by AI, using the document content. This functionality elevates the tool beyond general summarization, transforming it into a powerful research assistant.

Readwise Reader, which shows the saved content on its own webpage: 1) Invoke the AI named GhostReader, 2) choose the prompt, 3) answer to current prompt and previously requested summary.
Memex, which is realized as a browser sidebar: 1) Free AI requests, 2) choose the prompt, 3) answer, which in this case is not correct.

Both tools use GPT-3.5 from OpenAI, but only Readwise was able to answer the question shown in the screenshots correctly. However, Memex has a free tier and offers every month 20 AI requests free of charge.

In summary, these tools are paving the way for a more efficient and productive approach to information management, truly harnessing the power of AI for distillation.

Podcasts

๐ŸŽ™๐Ÿง  Personalized AI: Unlocking Optimum Learning and Memory Training

In episode 357 of The Jordan B. Peterson Podcast, he discussed with Brian Roemmele, a scientist, researcher, analyst, entrepreneur, and tech expert, the future of human civilization and the potential of AI.

Brian Roemmele, who is deeply involved in AI research and development, introduced the concept of a personalized AI system that can record and adapt to an individual's learning and thought processes. The AI system would optimize learning in multiple dimensions and memory training for hours a day, tracking variables like heart rate variability, eye movement and facial expressions. The challenge remains in ensuring these records remain privateโ€‹.

๐ŸŽ™๏ธ๐Ÿ”— LlamaIndex: Pioneering the Connection Between LLMs and Data

The episode โ€œData augmentation with LlamaIndexโ€ from the Practical AI podcast features Jerry Liu from LlamaIndex. He explains the idea and realization of LlamaIndex, which serves as a toolkit to link language models to data.

The episode is quite technical, but beneficial for those looking to connect Large Language Models (LLMs) to their own data as LlamaIndex brings tools for data routing, synthesis, and decision-making. LlamaIndex is also actively exploring automation and the use of agents to simplify queries, improve efficiency, and reduce costs.

Thanks for reading! If you are not already subscribed, enter your mail address below to receive new issues and support my work.

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