u/Some_parts_Bi

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been building around inference for a while and the accountability gap keeps nagging me. at your own boundary you can log the prompt and the response, fine. but you cannot independently prove which model version and weights actually ran, that the runtime wasn't swapped, or that the output you logged is the one that was returned. you're trusting your serving stack, and if it's a third party, theirs.

for most apps nobody cares. but the second a model sits in a decision path someone might dispute, that missing proof matters.

i went looking for who's actually treating this as a first-class problem and OpenGradient is the main one i found, they attach a proof to each inference binding model plus inputs plus output, with a choice of TEE or zkml depending on how much you trust the operator. the tradeoff is real, the verified path has latency and the zk side is expensive for big models.

is anyone here actually building on verifiable inference, or is "trust your own logs" genuinely good enough for what you ship? trying to figure out if i'm solving a problem most people don't have yet.

edit: a few asked if the "receipt" actually exists. the closest i found is OpenGradient, it attaches a proof to each inference binding model plus inputs plus output, verifiable by someone who wasn't there, with a choice of TEE or zkml depending how much you trust the operator. caveats so it's not a pitch: verified path costs latency, zk is expensive on big models, and it only proves the run happened, not that it was right. still the exact gap i was poking at.

I always assumed if I paid for custom framing it'd be artwork that could maybe have some resale value. Instead it ended up being a sentimental inside joke with my family that would have no value to anyone else. What's the strangest/most personal thing you've framed?

Unfortunately I did not pass the exam. It was so much harder than I expected. During my review I read through the entire Score Builders book and did all their practice exams and did two PEAT exams. Those exam did not match the NPTE at all. I'm going to take a few days of rest and then get back to it again and study for the next ten weeks or so. Does anyone have any suggestions on what I can do next? My score was in the high 500s.

Yo am 21M vistin here for a week. (This is my 3rd time in the city, my relatives stay here) sadly my cousin isnt here this time to give me company (and act as a guide) so i need same minded chill peeps, (similar age) to go for some treks or any waterfall spots.

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I have alrdy done those basic "tourist spots" would definitely need more new and secluded ones. Last time the most fun i had was at Shikhar falls, we trekked for a bout 1 hr or so and finally reached those ponds like spots and there was no one other than us So yea had fun

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Bhatta falls, george everest summit done

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Ig Jharipani is left for me. (Just got a text: Duggu falls and kimadi any suggestions for these?)

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Hmu or comment down below if you're up for it. Also idh time to waste mostly i ll wait tomorrow more but from 23rd i want to go daily so engage only if you're also free

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Am staying near DIT

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Hey guys am finally writing this after ignoring and hoping it will get better for 5times or so. Let me give some insights firstly am 21M, single child, rn starting my final year i stay in my uni only come back to home in vacations since last 3yrs. So it all started ig a yr ago for the first time when i saw a dating app on HIS (my dad 50ish in age) phone. It was Bumble tab, ik it coz ofcc i have used it. I was shocked for my whole night i couldn't believe i was like fs kuch aur hoga maine galat dekha hoga.

(it always happens at night) (both parents are working so they get tired but mom (45yr) obviously more so she goes to sleep at around 11 to 12 everynight and HE stays in living room till around ig 1 or sometimes even 2am YES MOSTLY TEXTING On phone whenever i have peaked)

So yeah after that first encounter i got my proof again when this time i got a clear view of the chats (not readable enough) to confirm that it was bumble. And thats it at the moment i thought of everything on how my life is also going to end tragically like i have read and saw in films. I discussed all of this w my best buddy (yea we share everything and anything no matter what) and it was my decision to just let it pass by for some more time and hoping my mom would eventually find out herself.

You see you might have alot of questions for mee after reading this much like BRUV why didnt you go to your mom?? Or why not directly confronted him in alone or maybe all three of you together!.

All i can say is i thought of these scenarios and it didnt seem right to me atleast these what i have mentioned and ig this is the rt time to put what am actually looking from the You guys the chat here. WHAT ELSE CAN BE DONE, WHAT ARE THE OTHER MOST APRORPRIATE OPTIONS, HAS Any one OF YOU faced anything similar to this, if yes how did you handle it..

Coming back to story lets jump 1yr am at home firse [yeah in between bhi whenever i came same scenes occurred saw hinge or bumble ui whenever i peaked in his phone at night] We were out somewhere and my dad said "Meri single Pic le" and mom taunted "Ha ha aajkal toh single pic chaiye rehti hai na". Bhai this was just another shock to me i was LIKE KYAAA AAPKO PATA HAI ofcc i screamed it in my mind. But tbh not really sure if shee knows the exact details......

See there's a lot to say and tell but as am typing am getting eager to see what people ahve to say on this. Abhi where am ending usmein aagge i can add 2 3 more such similar instances where mom taunted and it gave me the clue that she might know all of it already.

Help me i need real professionals to sort this i never thought i d be going through this but yea life's unfair.

Yo not at all sleepy rn, hmu if you got any tea, lets skip small talks and exchange crazy fun bits (am 21M)