This is a great write up. I buy the argument against the dark factory approach, but I would be curious to hear if their process has changed at all with Fable/GPT-5.6. I believe the keynote this is based on (www.youtube.com/watch?v=Ib5GBkD555M) was given while Fable was still banned and GPT-5.6 had not yet been released. Has HumanLayer found they still need to follow as deliberate of a pre-work planning process as before? Or do they find that Fable/GPT-5.6 are able to do more with slightly less handholding?