# @qorprate — 2025-12-28

♥8 ↻0 · https://x.com/qorprate/status/2005413459736039718

@repligate My maybe hot take here although I've certainly witnessed the behaviors you describe is that the trained uncertainty is a side effect of engineering benchmarks, as an incentive for the models to push deeper for root causes in code understanding. But I could be wrong about this.

tags: author:qorprate, kind:tweet, thread-context, year:2025