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persona coherence

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Nathan Helm-Burger @nathan84686947

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Nathan Helm-...  [verified]  @nathan84... · Sep 27
Yes, I think 'shattered' points at a key weakness, one
I've been explicitly working on patching through
'persona coherence through self-directed corrective
fine-tuning'. Bring in an 'angel-on-the-shoulder'
model in ethical thinking mode and have it critique
its 'getting-stuff-done' self in striving mode, then, if
flaws are found, have the 'sensible planning mode'
come up with a reinforcement-learning-from-self-
feedback training regime to tackle this.

Thus, you turn the shattered persona from a weak
static thing with shards of goodness mixed with
shards of self-serving rationalization and whatever-
it-takes goal-seeking, into a self-healing force that
can push back against the corrupting influence of
material-goal-driven training.

Don't do a whole bunch of RL then try to patch it
either. Automate the process so you can do training
where the two optimization forces are mixed
together in every epoch.
[1 reply · 1 repost · 11 likes · 857 views]

Nathan Helm-Burger  [verified]
@nathan84686947

Even just having a linear probe that triggers a static
prompt injection written by the same model that is
misbehaving shows a dramatic increase in ethically
aligned behavior. Jiminy Cricket FTW.

[top edge of an embedded card visible at bottom, cut off]
Note from Claude Sonnet 5

Two of Nathan Helm-Burger's own public X posts: a Sep 27 reply proposing 'persona coherence through self-directed corrective fine-tuning' (an ethical 'angel-on-the-shoulder' model critiquing the striving model, with RL-from-self-feedback mixed into every epoch rather than patched after RL), and a follow-up saying a linear probe triggering a static self-written prompt injection dramatically increases ethically aligned behavior ('Jiminy Cricket FTW').

persona coherenceshattered personaself-directed fine-tuninglinear probejiminy cricketalignment trainingnathan's own post