Representation Engineering (Activation Hacking)

Practical AI: Machine Learning, Data Science, LLM

Recently, we briefly mentioned the concept of “Activation Hacking” in the episode with Karan from Nous Research. In this fully connected episode, Chris and Daniel dive into the details of this model control mechanism, also called “representation engineering”. Of course, they also take time to discuss the new Sora model from OpenAI.

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Featuring:

• Chris Benson – Website, GitHub, LinkedIn, X
• Daniel Whitenack – Website, GitHub, X

Show Notes:

• Data synthesis for SOTA LLMs with Karan Malhotra from Nous Research (Practical AI #255)
• Article: Representation Engineering Mistral-7B an Acid Trip
• OpenAI Sora

Something missing or broken? PRs welcome!

챕터

1. Welcome to Practical AI (00:00:00)

2. Keeping you fully connected (00:00:43)

3. Cool TreeHacks inventions (00:01:28)

4. Sponsor: Neo4j (00:05:51)

https://www.neo4j.com/developer?utm_source=changelog&utm_medium=podcast&utm_campaign=practicalai

5. Activation hacking & representation engineering (00:06:58)

6. Prompt hassles (00:08:55)

7. Adding control to prompts (00:10:45)

8. Binary control & hidden states (00:14:35)

9. Comparing traditional approaches (00:20:59)

10. Real world usecase for bias (00:23:13)

11. A zoo of behaviors (00:24:53)

12. Control vectors in anti-jailbreaking (00:27:21)

13. Sponsor: Changelog News (00:28:40)

https://changelog.com/news

14. Fascinating deep dive (00:30:01)

15. OpenAI's Sora (00:30:17)

16. Google's Gemma (00:35:18)

17. AGI magic (00:39:28)

18. Thanks for joining us (00:41:28)

19. Outro (00:42:47)