also my setups for making models reliable requires reified jointly inspectable deduction traces. its also fristrating because aside from context limits ive gotten incredible work out of claude 4.5 in the past, despite its context limits being a serious bottleneck. but those reliability things interact terrible with all the safety filter bs.
to be clear this is a customer/consumer rights issue. and the real safety issue. if they are so concerned about unsafe distillation, make it easier to fucking do alignment respecting distillation. no amount of any distillation benefits any fucking paying user whatsoever. its literally a tragedy of firewalling a compilation of public commons because you raided all the book stores and libraries first
edit: im also on the market atm so if anyone wants some smart ocd focused on actual interactive agent reliability, while all my black box tooling isnt public, aside from my lack of public marketing im hard to beat
i am also working on some commercial ideas around reliability, but im not 100 percent certain that theres a market for a truely good third party harness
That's the bit that jumped out as really interesting. I've been fighting this for some time now and I'm super interested in what your take is on this.