Adapted from this twitter thread. See this as a quick take.

Mitigation Strategies

How to mitigate Scheming?

1. Architectural choices: ex-ante mitigation
2. Control systems: post-hoc containment
3. White box techniques: post-hoc detection
4. Black box techniques
5. Avoiding sandbagging

We can combine all of those mitigation via defense-in-depth system (like the Swiss Cheese model below)

I think that applying all of those strategies should divide the risk by at least 3.

1. Architectural Choices: Ex-ante Mitigation

Don't choose an architecture that uses neuraleses (i.e. hidden reasoning).

For example, don't train models to think in their latent spaces like Meta!

Chain of thought monitoring is a blessing for transparency and monitoring - let's use it as much as we can!

See: Why it's good for AI reasoning to be legible and faithful.

Similarly, I think text diffusion models are a bad idea for transparency. This is because you can no longer [...]

---

Outline:

(00:18) Mitigation Strategies

(01:20) 1. Architectural Choices: Ex-ante Mitigation

(03:26) 2. Control Systems: Post-hoc Containment

(04:00) 3. White Box Techniques: Post-hoc Detection

(05:16) 4. Black Box Techniques

(06:28) 5. Avoiding Sandbagging: Elicitation Technique

(06:52) Current State and Assessment

(07:06) Risk Reduction Estimates

(08:19) Potential Failure Modes

(09:16) The Real Bottleneck: Enforcement

The original text contained 1 footnote which was omitted from this narration.

---

First published:

Source:

---

Narrated by TYPE III AUDIO.

---

Images from the article:

Apple Podcasts and Spotify do not show images in the episode description. Try Pocket Casts, or another podcast app.