“A Post-Mortem for My Goal Crystallisation Project” by atryt0ne, Jason R Brown

I concluded my MARS 4.0 project titled 'Goal Crystallisation' with Anaïs Berkes and Lukas Gebhard under the mentorship of @Cameron Tice and @Jason Brown. We wanted to find out how important a threat scheming was. In particular, we wanted to find out whether a perfectly alignment faking agent could preserve its hidden agenda as it receives constant positive feedback for complying with requests. How does a hidden goal evolve over time as an alignment faking agent is subjected to SFT and RL training?

Unfortunately, we were unable to reach a positive result and had to shut the project down. This post discusses our failure points and where we could have possibly found an earlier signal to stop.

• In the first section, I talk about our plan for this project.
• In the second section, I break down the key issues that led to our failure.
• In the last section, I give some advice for people interested in doing a project on this topic in the future.

The Plan

Figure 2 from the original alignment faking paper

In Figure 2 of the original alignment faking paper, we see that the RL training increased the rate at which the model answers harmful queries in [...]

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Outline:

(01:11) The Plan

(03:37) Why We Failed

(04:35) Issue 1

(06:14) Issue 2

(11:08) Issue 3

(12:57) The Final Nail in the Coffin

(13:45) So You Want To Study Goal Crystallisation?

(17:00) Conclusion

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First published:
July 17th, 2026

Source:
https://www.lesswrong.com/posts/BGh5qYo5XTLFXqjDo/a-post-mortem-for-my-goal-crystallisation-project

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Narrated by TYPE III AUDIO.

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