Скачать или смотреть How AI sends hidden messages [Subliminal Learning]

Checkout RunPod’s AI infrastructure platform: https://get.runpod.io/welchlabs
Discount code at checkout: WELCH10
Note that need to buy $15 or more in runpod credits for the discount code to apply, $10 will be deducted from your total. See screen recording at 3:31.

Subliminal Learning Poster at 31:09: https://www.welchlabs.com/resources/s...
Subliminal Learning Bundle: https://www.welchlabs.com/resources/s...
Subliminal Learning Poster - Digital Download: https://www.welchlabs.com/resources/s...

Sections
0:00 - Intro
1:47 - Why Welch Labs uses runpod for AI infrastructure - sponsored ad
3:49 - The subliminal learning phenomenon
5:44 - In context learning
6:56 - Why can’t we just train a classifier?
7:45 - Other clues
9:28 - Small scale replication on MNIST
12:47 - Mathematical proof
23:01 - Proof Take-aways
25:38 - Solving the GPT 4.1/4o mystery
26:14 - My take on what’s going on
27:55 - The token entanglement hypothesis
29:11 - Final thoughts & take-aways
31:09 - Subliminal Learning Poster!

References
Subliminal Learning Paper and code: https://alignment.anthropic.com/2025/...
Generate Your Own Numbers: https://subliminaldata.streamlit.app/
Token Entanglement: https://www.lesswrong.com/posts/m5Xzh...
Hinton et. al. 2015. Distilling the Knowledge in a Neural Network. https://arxiv.org/pdf/1503.02531

Full Video on Backpropagation:    • The F=ma of Artificial Intelligence [Backp...  
Softmax Basics:    • The F=ma of Artificial Intelligence [Backp...  
Softmax Gradient:    • The F=ma of Artificial Intelligence [Backp...  
Softmax Visualized:    • The F=ma of Artificial Intelligence [Backp...  

Big thanks to Alex Cloud, Minh Le, Jacob Hilton, and Owain Evans for graciously answering my questions as I worked on the script.

Special Thanks to Patrons   / welchlabs  
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Special thank you to these readers for helping improve the Imaginary Numbers Book!
Marwan Daar, Matt Ellis, Nico Weber, Rafa Barroso, Jacob Sorensen, Bob Hall, Evan Van Peursem, Phillipe Loher, Attila Medl, Abdul Wahid Tanner, A friendly critic, NuttySwiss, Dean Burdick, Paul Du Bois, Włodzimierz Bzyl

Code for Welch Labs Videos: https://github.com/stephencwelch/mani...

Written by: Stephen Welch
Produced by: Stephen Welch, Sam Baskin, and Pranav Gundu

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