... that makes it actually safe is your monotonicity rule, and it's the part people miss: the model can only tighten the boundary, never loosen it. The moment the agent can widen its own grant, every other guarantee is theater, because it'll rationalize a widening the same way it rationalizes anything. Strictness has to be a ratchet that only turns one way, and the one way is inward. That's the difference between a capability system and a suggestion ... ... Claude Code for most of what I build, and these go through it. The drafts are mine though: my thinking, my call, and nothing goes out that I haven't read line by line. Which is on topic

... that means something" is the entire game. If the agent sets its own confidence, it'll be overconfident, and then weak-decay never fires because nothing is marked weak, and you're back to durable error with a calibration theater on top. The number has to come from somewhere the agent doesn't get to inflate, evidence count, corroboration across sources, how often this belief has survived contradiction, track record of similar beliefs, not the model's felt sense ... ... rather than a bolt-on, and it's the part I have the least clean answer to. Comment from Aadil Ghani(@aadilghani): @alexanderbering   You've built the thing I was gesturing at, and the reason it isn't theater

... call neither party is "the provider" so there's no clear authority on who sets the rules. it defaults to whoever hits record first. the uncomfortable reality is that silent recording is already the norm and consent theater is catching up slowly. most people don't even notice the bot joining anymore. but I think the move isn't regulation or waiting for platforms to fix it. it's just normalizing what you did: asking, and being willing to walk ... ... hear. the best business conversations ive had were the ones where both sides dropped the act, and whether a bot was transcribing that or not was irrelevant Comment from Olia Nemirovski(@olia_nemirovski): This is such a nuanced topic

... topics, I mean the ones you are not engaged in typically e.g in this case it was about the government policy on something very remotely related to my work Comment from Mixxsy Labs(@mixxsylabs): @cheerst   @busmark_w_nika lol. Strangely enough I guess I already am because my day job involves doing voice overs etc Comment from Mixxsy Labs(@mixxsylabs): @cheerst  numbers 1 and 6 are GOLD. Not everyone can or even wants to join a theater