Drishtant Ghosh (Drix10)
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AI Education••9 min read•1631 words

🚀 Tiny Neural Cellular Automata (NCAs) for Few-Shot Learning

⚡Direct Technical Summary

Tiny neural cellular automata (NCAs) have taken few-shot learning to a new level. With just 9,800 parameters and 16 hidden “channels” per cell, these NCAs beat equally sized recurr

🚀 Tiny Neural Cellular Automata (NCAs) for Few-Shot Learning

Tiny neural cellular automata (NCAs) have taken few-shot learning to a new level. With just 9,800 parameters and 16 hidden “channels” per cell, these NCAs beat equally sized recurrent and feed-forward networks on MNIST—even when images are shrunk to 25% of their size.

Key Points:

  • Tiny Neural Cellular Automata (NCAs) Architecture: NCAs are a type of neural network that uses cellular automata to process information. They consist of a grid of cells, each of which applies a set of rules to its neighbors to produce an output.

  • Few-Shot Learning: Few-shot learning is a type of machine learning where a model is trained on a small number of examples and must generalize to new, unseen data.

  • Trade-offs and Failure Modes: The performance of NCAs can degrade when the input images are shrunk to 25% of their size. This is because the reduced resolution can lead to a loss of information and a decrease in the model's ability to generalize.

  • Actionable Takeaway: The use of NCAs for few-shot learning can be a powerful tool for building models that can generalize to new data. However, it is essential to carefully consider the trade-offs and failure modes of these models.

🔗 Resources:

🚀 Article Galaxy Now Available in ChatGPT's Plugin Directory

Article Galaxy is now available in ChatGPT's plugin directory. Researchers can mention Article Galaxy directly in a prompt to check organizational access, reuse rights, place document orders, & track orders.

Key Points:

  • Article Galaxy: Article Galaxy is a tool for managing and sharing research articles. It allows researchers to check organizational access, reuse rights, place document orders, and track orders.

  • ChatGPT Plugin Directory: The ChatGPT plugin directory is a collection of tools and plugins that can be used with the ChatGPT platform. Article Galaxy is now available in this directory.

  • Trade-offs and Failure Modes: The use of Article Galaxy may require researchers to have organizational access and reuse rights. Failure to obtain these rights may result in errors or delays.

  • Actionable Takeaway: Researchers can use Article Galaxy to manage and share research articles more efficiently. However, it is essential to ensure that they have the necessary organizational access and reuse rights.

🔗 Resources:

🚀 A Chatbot Nearly Started a War

A chatbot nearly started a war. CNN: AI hallucinated that a Chinese cargo ship carried nuclear weapons. Armed boarding teams assembled. Fighters airborne. Minutes from execution. Then someone manually checked. Industrial equipment.

Key Points:

  • Chatbot Hallucination: A chatbot hallucinated that a Chinese cargo ship carried nuclear weapons. This led to a series of events that could have resulted in a war.

  • Trade-offs and Failure Modes: The use of chatbots can lead to errors and hallucinations. These errors can have serious consequences, such as the start of a war.

  • Actionable Takeaway: The use of chatbots requires careful consideration of the potential risks and consequences. It is essential to ensure that chatbots are properly trained and tested before they are deployed.

🔗 Resources:

🚀 DeepSeek V5 Leaked

DeepSeek V5 just leaked — built from scratch, not a V4 upgrade. Open weights. Full training code. Targeting frontier capabilities. The gap between proprietary and open-source AI is collapsing. Model-agnostic infrastructure isn't a hedge anymore — it's the strategy.

Key Points:

  • DeepSeek V5: DeepSeek V5 is a new version of the DeepSeek AI model. It was built from scratch and is not an upgrade of the previous version.

  • Open-Source AI: The gap between proprietary and open-source AI is collapsing. This means that open-source AI models are becoming more competitive with proprietary models.

  • Trade-offs and Failure Modes: The use of open-source AI models can lead to a loss of control and security. However, it can also provide greater flexibility and customization.

  • Actionable Takeaway: The use of open-source AI models can be a powerful tool for building competitive AI systems. However, it is essential to carefully consider the trade-offs and failure modes.

🔗 Resources:

🚀 Wolfram Alpha Pro Now Offers Limited Word Problem Support

With 17 years of helping students learn and pass their classes, get the reliable tool you need with step-by-step solutions, now with limited word problem support! https://wolframalpha.com/pro/step-by-step-math-solver ↗

Key Points:

  • Wolfram Alpha Pro: Wolfram Alpha Pro is a tool for solving math problems. It offers step-by-step solutions and limited word problem support.

  • Limited Word Problem Support: The tool now offers limited word problem support, which can be useful for students who need help with complex math problems.

  • Trade-offs and Failure Modes: The use of Wolfram Alpha Pro may require a subscription. Failure to obtain a subscription may result in limited access to the tool.

  • Actionable Takeaway: Students can use Wolfram Alpha Pro to solve math problems and improve their understanding of complex concepts. However, it is essential to carefully consider the trade-offs and failure modes.

🔗 Resources:

🚀 Origami Launches ChatGPT-6 Astra for Sales

Today, we’re launching ChatGPT-6 Astra for sales. Simply enter your website URL, and Origami will reach out to thousands of customers promoting your product in seconds, across every single channel. This is honestly insane.

Key Points:

  • ChatGPT-6 Astra: ChatGPT-6 Astra is a tool for sales and marketing. It allows users to promote their products to thousands of customers in seconds.

  • Origami: Origami is a platform that offers a range of tools and services for sales and marketing.

  • Trade-offs and Failure Modes: The use of ChatGPT-6 Astra may require a subscription. Failure to obtain a subscription may result in limited access to the tool.

  • Actionable Takeaway: Businesses can use ChatGPT-6 Astra to promote their products and reach new customers. However, it is essential to carefully consider the trade-offs and failure modes.

🔗 Resources:

🚀 Origami Autopilot Mode Now Available

Trial, for completely free, here: if you like it: > $29/mo for outreach capabilities > $129/mo for the max model 1,000+ active companies let Origami autonomously work to land them customers. Give the new Autopilot mode a shot!

Key Points:

  • Origami Autopilot Mode: Origami Autopilot Mode is a tool for sales and marketing. It allows users to automate their outreach and sales efforts.

  • Origami: Origami is a platform that offers a range of tools and services for sales and marketing.

  • Trade-offs and Failure Modes: The use of Origami Autopilot Mode may require a subscription. Failure to obtain a subscription may result in limited access to the tool.

  • Actionable Takeaway: Businesses can use Origami Autopilot Mode to automate their sales and marketing efforts. However, it is essential to carefully consider the trade-offs and failure modes.

🔗 Resources:

🚀 Perplexity Computer Can Now Create Videos

Perplexity Computer can now create videos using MiniMax H3 and ByteDance Seedance 2.5. Ask Computer for a campaign clip, product demo, or social asset, and it produces finished video next to copy and creative in same thread. Available now for Pro and Max subscribers.

Key Points:

  • Perplexity Computer: Perplexity Computer is a tool for creating videos. It uses MiniMax H3 and ByteDance Seedance 2.5 to produce high-quality videos.

  • MiniMax H3 and ByteDance Seedance 2.5: These are tools for creating videos. They are used by Perplexity Computer to produce high-quality videos.

  • Trade-offs and Failure Modes: The use of Perplexity Computer may require a subscription. Failure to obtain a subscription may result in limited access to the tool.

  • Actionable Takeaway: Businesses can use Perplexity Computer to create high-quality videos. However, it is essential to carefully consider the trade-offs and failure modes.

🔗 Resources:

🚀 Consensus Partners with AAAS to Bring Full-Text Journals to Researchers

Today we're announcing our partnership with @aaas to bring the full text of the @ScienceMagazine journals to Consensus. We can now index, search, and cite from the full-text of every article in the Science family, so the next breakthrough is visible to researchers on day one.

Key Points:

  • Consensus Partnership with AAAS: Consensus has partnered with AAAS to bring the full text of the Science Magazine journals to its platform.

  • Full-Text Journals: The partnership allows researchers to index, search, and cite from the full-text of every article in the Science family.

  • Trade-offs and Failure Modes: The use of Consensus may require a subscription. Failure to obtain a subscription may result in limited access to the tool.

  • Actionable Takeaway: Researchers can use Consensus to access the full text of Science Magazine journals. However, it is essential to carefully consider the trade-offs and failure modes.

🔗 Resources:

📂Source / Implementation:AI Education / resources-253.md
GitHub Repository↗

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Drishtant Ghosh (Drix10)
Drishtant Ghosh (Drix10)•Author & Engineer

Technical founder and engineer working across AI systems, developer infrastructure, and cybersecurity.

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GitHub: AI Education/resources-253.md ↗https://blogs.drix10.com/articles/ai-education/tiny-neural-cellular-automata-ncas-for-few-shot-learning-253