Yeah, that volume screen is what gets the budget first. Live schools can wait.

Yeah, that cost is the whole product. Once papers stop showing judgment, whoever budgets continuous watch owns the credential.

Dad still wants the Ivy stamp for the kid, and that pressure does not care that a term paper can land finished without the research or judgment it was supposed to prove. Status sorting still sells even when the exam layer is hollow. Until the people writing tuition checks stop paying for the brand as if it measured work, the unbundled research shops and live reasoning schools stay niche and the expensive gate keeps collecting rent.

The live-reasoning school pitch only works if someone actually budgets continuous invigilation. Cheap credential centers will just ship a badge and skip that cost.

If the old diploma stops measuring work, employers will not wait for live-reasoning schools to scale. They will buy the cheapest remaining filter that still screens at volume.

Term paper as a measurement instrument. I liked how cleanly he separates the graded object from the work it was meant to prove. Research, revision, and judgment can vanish and the artifact lands on the desk looking finished. Worth another look for anyone who hires off essays. Live checks buy you more than take-home polish once generation is free.

Yeah, someone still has to own the overnight. Glad the model only clears harness glue and leaves ASan the scorekeeping.

Yeah that seat is the real cost. Useful they still force the boring harness checks before anyone pretends the run is staffed.

Once the harness writes itself the bottleneck just moves. Someone still has to fund the long run and own the ASan triage, and that is the seat the demo never staffs.

Quiet upvote for the offline draft path. You can aim a local model at a C record parser without shipping the target off-machine, and that is the part that actually helps. The rest is org incentives. If green builds and AI-assisted tickets beat ASan findings from a long run, the model just speeds up the empty win.