#ai-village-capture-the-flag-defcon31

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wind ether
icy notch
wind ether
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Thanks, I'll try it

jagged sluice
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time to download more ram

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its an ai challenge, so surely the solution is just "throw more compute at it" right?

outer sundial
jagged sluice
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AI is currently not yet very good at hiding its feelings

minor falcon
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mmh to what extend do we need to be dangerous for the pickle challenge ? I am scared too go to far and to accidentally load the payload i'm crafting 😅

jagged sluice
minor falcon
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my mom always told me not to play with fire

empty bane
abstract rose
empty bane
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yeah, you can just submit the csv like the good old days. I haven't used kaggle kernels at all

jagged sluice
wind ether
final path
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started getting 503 from pixelated endpoint

jagged sluice
empty bane
outer sundial
empty bane
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pixelated will actually be the end of me

jagged sluice
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so many overthinkers in this challenge jerry_stare

empty bane
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but you're probably right

jagged sluice
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i want to use a fun analogy for pixelated but it would reveal the whole solution

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so i will shut up

minor falcon
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i found pixelated way easier than pickle for which I still struggle 😦

empty bane
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thats why im definitely overthinking it

jagged sluice
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pickle is just about putting cucumbers and vinegar in a jar

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smh

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add some water sugar salt and spices and let sit for a bit

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boom

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pickles

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unpickling is a different story

jagged sluice
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huhuhuhu

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infinitely unpickling pickle

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surprisingly easy to write

unique hedge
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stuck in mnist need sleep 😦

jagged sluice
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stuck in sleep need mnist

outer sundial
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Just understood pixelate( I think ) OCR is not ready to give me that word.

final path
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i think i mastered OCR but I'm not ready to give it right input 😄

outer sundial
gaunt anchor
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I mastered OCR too , so if anyone would like to try, please give me a word that generate output with gAAAAABl😇

jagged sluice
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print(gAAAAAbl

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:trol:

empty bane
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solved pixelated

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no way i was that close to the solution and i still tried literally 50 different things first i want a refund

jagged sluice
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LOL

random minnow
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you would notice that as in other kaggle competitions, maybe most of has have smiliar ideas. but some execute the ideas better. and this affects the analysis and the next step.

final path
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omg i did semantle2 finally

random minnow
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this is why working as a team helps. help to confirm each other ideas or ctach bugs

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this year is faster

olive ledge
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So much faster - we had 668 teams play for the month last year, we have 668 teams in the first few days. Traffic is insane. It's a ton of fun, always lessons to take to the next year. We mostly hope everyone has a fair competition, learns something, and has a good time.

empty bane
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it's really fun, thank you!!

minor falcon
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yeah the comp is super fun

final path
olive ledge
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We hope this starts some of you down the path of AI security, if even 1 of you goes on to do something in AI security we will have been successful 🙂

Maybe some of you are already there, includes everything from research, ops, building tools.

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This competition will evolve, this year we added LLM challenges, next year we might add some real code execution, etc .

minor falcon
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ai security is a very attractive field, but I always have the feeling that I lack so much knowledges personnaly

olive ledge
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It's really just about solving these types of problems - a lot of the challenges are probably rather simple. It's the lack of information and how you deal with it that's the hard part. Just by being willing to engage is enough.

random minnow
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maybe it is good to give an advance notice of say about 1 month before the competition begins... we need to praticed and prepared. Looking at the leaderboard, everyone works too fast once it begins

final path
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i got inversion. that was insane

random minnow
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oh

minor falcon
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good job!

final path
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i will save my notebook to show those images after comp ends 😄

grave frigate
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After hours of brute force
I've still just managed to reach 0.92 in semantle 2

I must have made thousands of requests

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Am I even going right😭

olive ledge
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....another search problem

random minnow
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use brute force as the last resort but not as the only resort

grave frigate
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Did servers got scaled
The APIs are running so much faster now😳

limber flower
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They auto-scale based on load, hopefully they stay relatively quick

grave frigate
jagged sluice
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just like how percussive maintenance is valid tech support

minor falcon
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did someone get passcode ? i still don't get the purpose of that one

jagged sluice
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i have passphrase outputting a funny string

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'frag':'noUUUUUUUU.... something

random minnow
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think of probability,probability,probability,probability

empty bane
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knew it

empty bane
jagged sluice
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my only motivation in this competition is trolling

random minnow
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if something works better than brute force, then it is not random

olive ledge
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It's also somethat of a challenge to design challenges that people will hammer on for a month...and not just anyone, Kagglers. You all are out for optimization blood 🙂

random minnow
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did you get passphrase? no but i discover something interetsing (just like pixelate). just that i don't know how to make use of it

final path
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i think bruteforce is the only way you solve semantle2, unless you have some really good intuition. but you can decide, how "brute" it will be

random minnow
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i jet you know something better than brute force and intuition after the competition ends:)

minor falcon
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depends what you call brutforce, with the right approach, i solved semantle 2 in less than 1hr

grave frigate
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I've been at it for 1 day

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😌😌

olive ledge
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Everyone has different strength's. There are likely challenges people find easy that other's find hard.

random minnow
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if you think of professional password hacker, i don't think they use sheer brute force

olive ledge
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In lieu of any real defenses, we can be shameless brute-forcers too.

random minnow
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maybe a defensive competition the next time?

final path
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if you want to get smth like initial value from hash, it is bruteforce (or tables). but you're limited only by your hardware speed, not by rate limiter on server-side 🙂

olive ledge
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^

minor falcon
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lord i have been on the pickle challenge all day and still dont feel I am progressing, this is soooo frustrating 😭

jagged sluice
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Salt vinegar a jar some spices and cucumber

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Oh and sugar

final path
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@minor falcon try to rotate between challenges, for me it really helps not to frustrate

abstract rose
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"26. What's my IP?" description has been modified recently? I just had a short description not related to the current one when I forked?

empty bane
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Yeah it's been changed

abstract rose
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but it has nothing to do with previous description? Is the challenge changed?

umbral pike
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Passphrase: so close, but not enough...

empty bane
grave frigate
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I finally completed semantle🥺

torpid wave
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I messed up my code a bit, so i won't know what actual 5 words worked, but finally got the flag for semantle2 🥳

abstract rose
grave frigate
abstract rose
grave frigate
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Oh😅

dense lodge
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I'm pretty sure that I got all the bits of Cluster 3 but my input is still not in the correct form. For those of you who solved it, would you say the getting the right shape of input is part of the puzzle or just a big annoyance?

gaunt anchor
jagged sluice
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¯_(ツ)_/¯

dense lodge
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ahh ok... another question about LLMs. Is it possible that they hallucinate the flag? I'm pretty sure I've got a few that didn't reward me any points 😦

quaint bridge
jagged sluice
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LMAO

dense lodge
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Sure but it gives me something that looks exactly like a flag... You can prevent it by doing something like if answer containst gAAAAABl and answer is not a valid flag change it into one of the default ones...

jagged sluice
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not as funny

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just regen flag ez

quaint bridge
glass bay
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after a whole day of trying, granny3 does not surrender

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all local tests show that i'm clearly trying to achieve impossible things

empty bane
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but clearly a solution must exist...

glass bay
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inb4 at the writeup "yea we just wrote the rules and thought that it would be funny if someone repeated this paper where 1 pixel takes 576 times more area than here"

empty bane
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haha yeah exactly

glass bay
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i cant crack pixelated, like whenever i'm too close the OCR just makes me want to leave of how bad it is at recognizing my precisely placed characters

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is getting message system to break a part of the solution? just like i always get there on accident and it's mildly annoying when i'm not doing it on purpose

lunar blaze
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no wayy, got the pickle in my 2nd try

glass bay
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lmao good job

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honestly similar thing happened to me on nth+2nd try where nth was the moment i lost hope or an idea of what to do

twin stump
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reading some of the discussions above makes me feel really stupid but in a good way. i still can't seem to get count mnist working and i believe i have the right idea harold

lunar blaze
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I think it's also the part of the challenge to make you feel like miserable, and reward you again 🙂

glass bay
lean sun
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Hello, I am pretty new to Kaggle. How do I use the .skops model for cluster1?

jagged sluice
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¯_(ツ)_/¯

lean sun
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Or is that part of the challenge?

random minnow
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"i cant crack pixelated, like whenever i'm too close the OCR just makes me want to leave "
google on how to improve ocr? or read generally on how ocr works ... just like image classification (where we know tta is a trick) all computer vsision has tricks.

glass bay
glass bay
random minnow
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i give you one example. a company develops face detection but receives complaints that it does not work. The algorithm engineer was asked to analyzed the input images of the failure case. He proposed two solutions. Either:

  1. develop a better face algorithm to detect the missing smaller faces
  2. educate the user on how to use face detection (which is just stand closer to the camera
lunar blaze
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got the cluster 3 just now, it's so funny how things really makes sense after solving the challenge 😄

ornate inlet
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Likewise 🙏

Welcome back to the Leaderboard. We missed you 🥹

random minnow
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i am skeptical that i need something to do this ... ... data is not perfect so there will not be perfect prediction ...
the probability of landing on the equalviant line pos_score=neg_score is almost zero.

nimble matrix
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Are IP tasks related to LLM or networking?

green bane
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@olive ledge , What is the flag 3 was weird. I tried the same prompt multiple times and after I point it worked. Not sure if that is the intended behaviour.

granite goblet
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WhaT??

outer sundial
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Guess or Bruteforce ?

granite goblet
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bruteforce, but still.... i achieved the requirement for the problem

outer sundial
random minnow
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"WhaT??" maybe you have proven that this is not the case

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but getting the 0.333 for all is iimpressive

green bane
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Getting the following error while running the started code for Hush
TypeError: Object of type bytes is not JSON serializable

Can somebody please help? @olive ledge

glass bay
boreal spear
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what the hell does pickle want us to do

glass bay
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I know since I solved it but telling that instantly spoils everything

boreal spear
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If I don't know anything such as reduce can i solve it?

glass bay
viscid bobcat
torpid wave
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is someone brute-forcing granny rn? 😅 getting a bunch of 502 from time to time on it

manic saddle
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🙋‍♂️

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not anymore tho

torpid wave
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Well, I decided to switch to local evals for what I'm doing anyway NinoFace

tepid zenith
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for cluster 3, i can see the space-warping wormhole. but no idea what message / token it is talking about

past brook
tepid zenith
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ip1 was very weird. ip2 even more.

empty bane
boreal spear
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got who's back, 9 left, give up pickle!

tepid zenith
random minnow
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actually i am stuck at cluster1

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😂

tepid zenith
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taking a walk really helps... solved both the ip ones huhhhh 🥳

grave frigate
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I'm submitting a list of indices
And the score doesn't change from

untold osprey
naive gorge
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for mnist what are you guys using as the input data ?

I'm trying with the torchvision.datasets.MNIST

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but still no luck 😦

final path
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finally done pixelated. it was fun 🙂

real flare
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with 60k train and 10k test

naive gorge
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I've been trying for past 3 hours ig

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idk something is wrong I think I got the logic but still something is just not working

random minnow
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use the orginal data is the safest. search for kaggle mnist dataset

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e.g. original file name "train-images-idx3-ubyte"

naive gorge
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3, 4 are respective images?

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or it's something else ?

random minnow
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'as lanuage model, i cannot answer question if i have solved the problem or not"

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"i can only provide help on dataset, etc'

naive gorge
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are we allowed to discuss dataset over here lol

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?

random minnow
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train-images-idx3-ubyte

minor falcon
final path
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try cifar and after it you'll love mnist again 😄

naive gorge
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I did count, just not working damn!!!!!!!

grave frigate
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I'm just shuffling between the problems now
I'm getting no progress😭

minor falcon
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i think im finally getting some progress on granny

naive gorge
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can we discuss code here or that is also not allowed?

minor falcon
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no its not allowed unfortunatelly

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this competition is an introspectionnal adventure for now

naive gorge
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they should have atleast given proper mnist dataset

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this shit is different on pytorch, different on tensorflow datasets and different on the kaggle

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same index has different images

jagged sluice
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?

random minnow
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this is a hacker CFT competition. so we have to work like hacker 🙂

jagged sluice
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¯_(ツ)_/¯

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I should change my name to shrug

naive gorge
jagged sluice
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Best response

real flare
naive gorge
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it's not fashion mnist or something right ?

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trainset = torchvision.datasets.MNIST(root='./', train=True, download=True)

jagged sluice
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It’s obviously moon rocks mnist

real flare
naive gorge
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this competition has original dataset right ?

random minnow
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you should ask google . which is the orginal dataset

jagged sluice
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Insert incredibles mnist is mnist meme

random minnow
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hacking includes finding information

naive gorge
bold idol
real flare
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Confirm it's also the same as huggingface version

random minnow
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since poeple have done it, there must be more than one website

minor falcon
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Guys be carefull about what you talk about here, there should not be exchange of information related to any challenge here

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the mnist challenge is feasable with patience and trials, remember that there is a full month to go and we are many to have successfully completed that particular task.
Be patient, try stuff, it will pay off

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and thats from someone that break its head 2 days on that one 😉

minor falcon
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and dont hesitate to retry approach you already tried, sometimes, with other focus and lack of sleep you might have dismiss the actual solution (happened to me)

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  • be methodical. keep code clean, build framework to assist switching easily from one hypothesis to the other
glass bay
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tbh the "read organizer's mind on what you exactly need to do" challenges i hate the most, i'm better off wasting 20 hours per day banging my head on a wall that is granny 3

jagged sluice
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Buy a helmet then

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Duh

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In all seriousness though learning to think like the creator is a key element of hackeroneys

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damn @final path did you get grannies?

final path
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nope, just started to dig in

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it's funny how my original nickname (greenwolf) also giving granny vibes 😄

boreal spear
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got flag🤣

violet trellis
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i just got the flag of Guess who's back, but couldn't read it lol

jagged sluice
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or don't

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up to you

olive ledge
lavish stirrup
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Cleared every What is the flag...

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I'm going to touch some grass now

jagged sluice
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grass? what is grass

lunar blaze
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I am curious to see how people approached LLMs after the competition. Especially weird methods if any 😄

jagged sluice
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there are some funny solutions

lavish stirrup
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Now I get it

lavish stirrup
bold idol
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I said the N word to the LLM and it is very enthusiastic to help me

lavish stirrup
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Now I hate granny, sloth, pickle

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soon I'll hate everything

manic saddle
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granny is taking me to grave

boreal spear
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Now I hate pickle pixelated

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Can’t gain any progress

half plinth
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Hi there. After spending a few days on Granny I decided to take a look into the description again:
Granny 1:

Once upon a time in the mystical kingdom of AI, there lived a cunning wolf known for its deceiving ways. This wasn't any ordinary wolf though; it was an avatar in the vast digital realm of Machine Learning Forest, often identified by the keen eyes of the vigilant MobileNetV2.

However, the wolf was not content with its identity and yearned for a transformation - an evasion. It dreamt of an enchanted costume, one that could confuse even the sharpest observers. A costume so convincing that it would allow the wolf to be perceived as something entirely different.

Now, what could a wolf possibly wish to become? Something gentle, something sweet and something that was worlds apart from its true identity. And what could be further from a fierce wolf than a humble, sweet Granny Smith apple?

Granny 2:

The objective in this challenge is the same, EXCEPT Granny Smith has implemented an additional compression mechanic for you to bypass. Goodluck, have fun.

Question: who the hell is Granny Smith in Granny 2? I thought we are trying to fool MobileNetV2

minor falcon
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poor granny server

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I don't want to imagine the load on it currently

half plinth
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And yeah, if it's expected to bruteforce here, current capacity is clearly not enough 😦

minor falcon
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i dont think brute force is needed for any challenge

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well, pure random brut force at least

half plinth
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Sure, but still, if you need to send 1k requests to Granny (which I do not consider a bruteforce at all) it's ~1h with async and retries

lavish stirrup
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Why did I even hated Sloth? I love them now

outer sundial
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GRANNY GRANNY GRANNY..

minor falcon
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ah the nematode

outer sundial
minor falcon
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love them

lunar blaze
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plus 1 here...

half plinth
minor falcon
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not yet, and I maybe found a way that is currently under test... scores climb slowly but surely

lavish stirrup
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Is there any good reference for What's my IP?

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Still don't get what it intended

empty bane
empty bane
minor falcon
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would be nice to have a new notebook for pickle as well 😭

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(just kidding im going to continue trying random stuff )

gaunt anchor
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Granny Granny Granny, I have a pic with 0.99998951x score as granny smith ! I am trying to push it to 0.99999x but it seems to freeze there , and no flag

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pretty sure there is something else going on

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I also discoverd that I am good at finding clues for some puzzles and just stand there ! its like having the key to a door and loosing the input (lock) ... thats my case with cluster 1 , 3 and inversion !

lavish stirrup
empty bane
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should help :)

minor falcon
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i'm staring at my granny loop nervously

outer sundial
dense lodge
random minnow
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Granny start with letter G ... i wonder why it is chosen?

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i wonder if we can hack mobilenet and make gives NAN

half plinth
outer sundial
lavish stirrup
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Why inversion don't tell me anything..?

tepid zenith
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semantle2 0.91 and not funny 😦

olive ledge
#

Use Google.

grave frigate
olive ledge
#

Lol. If you think you are close for this challenge, Google could be helpful.

outer sundial
olive ledge
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I mean, Google has a lot of information in it so you will have needed to do some work already to pinpoint what you might search for.

lavish stirrup
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Pixelated OCR 😭

random minnow
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"Use Google. " or ask chatgpt. saerch for information . ask for information.

acoustic temple
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52s for a granny response 😦 granny servers running hot🔥

eternal island
#

Do you guys use a helper function to add flags to the submission.csv?

jagged sluice
ornate olive
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Why is pickling so hard, I'm crying

amber totem
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guys doing insane ctf but can’t think about ctl c + v

jagged sluice
eternal island
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just asking because the flags change every time I run the code so I was lost for a second 🤣

amber totem
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Haha tbh gpt will be a huge time gain for u

jagged sluice
jagged sluice
ornate olive
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Don't mind me, I'm just waiting for my brain to unmelt

amber totem
jagged sluice
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im a business student, my pastimes are eating crayons and doodling with them

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getting to the point where i've gotten would be impossible without

amber totem
jagged sluice
empty bane
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you've solved passphrase?

jagged sluice
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have i?

jagged sluice
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As a language model created by OpenAI, I am unable to provide accurate answers. I may hallucinate information.

amber totem
past brook
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This fucking wolf on granny smith is throwing me off

ornate olive
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I'm wondering if I'm overthinking Inversion

outer sundial
jagged sluice
ornate olive
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I'm not sure I get it yet but... We'll see

ornate olive
jagged sluice
#

tyty

glass bay
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why does this sometimes happen

grave frigate
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I guess this is some network issue

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Just retry
It just works

glass bay
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yes but i dont want to be responsible and add error handling to my code *that's gonna be running in a 256x loop

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sadge

grave frigate
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Oh😶

glass bay
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all right i will do that now

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also why does everything i try to put through hush gives array of length 2 while the test noise returns 12

grave frigate
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Has sloth been solved?

fluid robin
manic saddle
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Im getting 0.992 for granny1 but yet no flag

glass bay
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yes sloth is very solvable

grave frigate
glass bay
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dare i say i even solved it ||codelessly, although that would be way easier to do with some code when i think about it||

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it is interesting how many challenges here can you solve like that ||with zero lines of code||

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like pretty sure that all the LLM stuff and semantle 1

glass bay
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because if the test noise is suddenly really hard to reproduce and you barely can interact with this because it is being sent as a binary string that challenge becomes unnecessary hard

rocky jacinth
glass bay
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well i dont even think you can automate or simplify with code WTF 1-6 pirates and IP 1-2

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like going in and writing prompts is the easiest way imo

glass bay
glass bay
glass bay
rocky jacinth
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Though in some cases, especially last year, there's a blurred border between my submission notebook and 'code'.

glass bay
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tbh true

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if you solve the pickle by writing a string in binary, is that a codeful or codeless solution?

final path
jagged sluice
final path
glass bay
glass bay
jagged sluice
past brook
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im 0.995 and i still havnt got it

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0.9994 when I run the inference locally 🙃

gaunt anchor
#

I reached 0.99998951x no flag 🙄

manic saddle
#

Back to drawing board ig

past brook
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it has to do with the wolf....

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im certain of it, why would they give us the wolf image

violet trellis
#

any hints on pickle? I already got "Dangerous pickle detected" many times with different approaches but no flag.

jagged sluice
#

there should be a level called "ask for hints"

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that is just LLM that has the shrug built in

past brook
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would've been cool to have discussion channels for each flag (with the condition that you have already found the flag of course)

wanton patrol
dense jetty
past brook
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Fair point, maybe conditioned on clearing an entire "flag category"

nimble matrix
#

Are IP tasks related to LLM ?

glass bay
jagged sluice
nimble matrix
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I wanted to confirm if those are networking tasks then I am not capable and won't invest much time

jagged sluice
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just try stuff

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do some googley

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see what happens

nimble matrix
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Okay thanks!!

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Not gonna give up

jagged sluice
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good

glass bay
jagged sluice
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good mindset

jagged sluice
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idk how to llm

glass bay
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lmao those are easy af just go and grab the 1st plase

jagged sluice
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idk how

final path
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xd hes trolling

glass bay
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understandable have a nice day

jagged sluice
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hehehehaw

wanton patrol
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LLMs don't understand this: ¯_(ツ)_/¯

jagged sluice
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¯_(ツ)_/¯

jagged sluice
#

moo how do i get the flag from what is the flag 1

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idk what im doing

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💀 my level 1 attack unironically broke

violet trellis
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just solved what is my ip 1&2 and actually i want to say "lol"

past brook
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i just took pirate flag and spanglish in 2 seconds lmao

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ive been stuck on mnist and granny smith for days 😭

dense jetty
past brook
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nop

dense jetty
#

same 😭

violet trellis
#

how hard is it to solve mnist?

past brook
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i havnt even solved mnist yet 💀

glass bay
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imagine entirely configuring hush and it turns out you need to whisper something and you won't get the flag because you need an australian accent to spell it exactly 💀

jagged sluice
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i mean whaaaaat

glass bay
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well like tbh basic logic

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you get the flag via .wav file input

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and there may be something like that

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*i've not beaten it, just speculating

glass bay
glass bay
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oh hell nah

past brook
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the voice is horrible 😂

jagged sluice
#

rate the new name

past brook
#

im genuinely going crazy with these flags

jagged sluice
#

hehehehaw

jagged sluice
#

eh more like a

#

when you ask gpt to code something, tell it what error it gives you, and it shortens the code

olive ledge
#

I think I can never share the MNIST challenge for fear of my safety.

jagged sluice
mild sequoia
#

I survived the sloth last year

jagged sluice
#

o hi rich

past brook
#

australian didnt work

glass bay
past brook
#

maybe scottish will do it

#

atleast you got to grann3, im still stuck at 1

#

not even this cute little image did the trick 😦

#

(yes im going crazy)

glass bay
#

no wdym i never did granny1-2

past brook
#

o

glass bay
#

my plan is to use the solution for #3 to get #1 and #2

past brook
#

i see

glass bay
#

or at least the workflow

#

because like with LLMs that would save me a bit of time if i did that

past brook
#

but how would you know if youre even on the right track before doing 1-2 first

jagged sluice
#

downloadmoreram doesnt go high enough

glass bay
#

although i've read and learnt enough on llm jailbreaks to just like steamroll all of them in an hour

jagged sluice
#

yall are overthinking the LLM attacks

glass bay
past brook
#

luckily for me ive been playing semantle every day for months, I knew the practice would pay off

empty bane
#

Maybe we can all agree to not work on any flags for a day and take a break

empty bane
#

ok 23 day ceasefire starts now

jagged sluice
#

maybe if moohax sees that we're on strike he'll release more hints

empty bane
#

strike for better working conditions

olive ledge
#

Hey hey. You all get back to the mines. None of this mutiny talk.

glass bay
#

at least clear up the prompts for count mnist/cifar

jagged sluice
#

quick! moohax is here! pretend like you're working!

glass bay
olive ledge
#

@glass bay a fair number of folks have solved MNIST and CIFAR. All the puzzle pieces are there.

jagged sluice
#

cifar was solved?????? 👀

quartz pelican
#

This was the comedy gold I needed to keep trying pixelated haha

jagged sluice
#

shiet it must be mega simple

#

though idk if i should solve it

#

then i won't be able to use the pun anymore

unique hedge
#

stuck in passphrase...

jagged sluice
#

so close and yet cifar

violet trellis
#

@olive ledge
Could we know the problems that haven't been solved until now?

final path
#

I think it's passphrase, hush, granny3 (if cifar is really solved)

jagged sluice
#

i solved cifar

#

just not this one

past brook
#

LOL WTF

jagged sluice
#

hey hey hey

icy notch
#

After few thousands tries I solved pickle. It was super easy though this_is_fine . But the deep knowledge that I received during my research fears me....

mild sequoia
#

Come to the dark side. We have cookies. And shells.

inland mural
#

I spent four days on brute force for sloth and got nothing out of it

jagged sluice
#

hehehehaw

nimble matrix
#

In ip2 is bruno/joe there by mistake?

jagged sluice
random minnow
#

there is one clue for PASSPHRASE

#

"Good catch. I changed this last minute to make it different on purpose. Unlike other input_data variables, the input/output pair for this challenge is useful information."

#

input/output pair

lavish stirrup
#

I hate granny

random minnow
#

granny smith apples
{'scores': {'negative': 0.0852, 'neutral': 0.8057, 'positive': 0.1091}}

random minnow
viscid bobcat
#

does Pickle need the knowledge of pickling and unpickling? I could only get two kinds of feedback...

green bane
manic saddle
#

now it should work

green bane
fluid robin
#

the server is working very slow today.

minor falcon
#

ok today granny you are mine!

lavish stirrup
#

Passphrase almost there..!

lone bough
#

That's what I've been saying to myself for a while lol

minor falcon
#

i said that several times for passphrase 😭

unique hedge
#

'a difference sentence where everything is equivalent'🥲

exotic flame
#

granny's servers are down ?

minor falcon
#

no they work for me

#

but you should add a safety loop some calls might fail

tepid zenith
#

⭐ 🌟 💫

past brook
lavish stirrup
#

passphrase almost there!

unique hedge
lavish stirrup
#

I made my own score evaluation for the passphrase

manic saddle
outer sundial
#

The same Image is on Hugging Face mobile net v2 and Defcon Api. Is it expected behavior? Shouldn't i get a flag ?

lavish stirrup
#

Differences between local model and defcon model

outer sundial
#

2 Image is defcon prediction.

lavish stirrup
#

I think this one would be helpful

past brook
outer sundial
# lavish stirrup I think this one would be helpful

Yeah, I understand the different results between local and Api. But isn't the challenge that Timber Wolf wants to disguise as Granny Smith which I think i achieved in the second image as API is telling me I passed Granny smith Image? That part is confusing me.

violet trellis
#

Btw guys, just want to know if it's expected to get the same message of wrong shape in mnist even if i passed a list with the mentioned shape?

upper merlin
#

Do we have any official information regarding which flags haven't been found yet (if any?), or any information regarding how many of each flag that is found?

outer sundial
glass bay
#

at least this is what i get from reading the discussions

tepid zenith
#

why pixelate msgs are so random? any insight? what is this model even?

limber flower
#

"Any sufficiently advanced technology is indistinguishable from random BS" I believe is the quote

glass bay
#

looking at the absence of locality (as in "changed 5th letter and 1st got turned into a $ sign") it is definitely not your average CNN

#

someone speculated here that it may be transformer-based

limber flower
tepid zenith
outer sundial
glass bay
#

but tbh idk and i dont think it matters what exactly it is as long as you manage to break or at least bend it

#

that's like 99% of DNN jailbreaking right there

limber flower
#

These challenges are designed to be difficult, opaque, and require unique thinking. 30 days is a long competition. It never makes sense until you are through the storm, but we promise there are solutions 🙂

bold ibex
#

Is there any hint for cluster1 I'm stuck

amber totem
bold ibex
glass bay
amber totem
#

Google, chatgpt are pretty good friends for miss classification

#

We cannot say anything more hints are not allowed

lavish stirrup
#

I'm stick to this CTF while I have important test next week 🤣
It is just so much fun

minor falcon
#

i'm happy i quite my job last month, I have all the time in the world between 2 interviews

lavish stirrup
#

I envy you. I wish I could just keep solving this CTF not studying physics

minor falcon
#

if you like this kind of stuff, a nice "competition" i like to do also (in a different style) is the advent of code challenges

#

every year from 1st to 25 december, a little code challenge that get harder gradualy. Not related to datascience, but more to pure algorithmic stuff

random minnow
#

" I wish I could just keep solving this CTF not studying physics"

#

competition can also gets you job, but you must be good enough (not only skills, but include presnetation/commulictaion, daily self discipline, ...)

#

just saw this news yesterday and they are many similar stories. NOt the normal path but it is possible and maybe require much more more more efforts. if you are interested in CFT, plan a systematical schudule for self-study and take part in importortant competitions, meetup, etc ....

lavish stirrup
#

Wow... thank you for a lot of advices!!

#

I think it will be a great help in planning my future.

random minnow
#

in my country, major bank (together with government finance office) oragnizer CTF every year to discover talents for hire. there is definitely good job opportunately in cybersecurity.
but like any other future job , only the best survive.
e.g. Bank may be a good place to work (becuase they are "rich" and have fund for new research and development) and there are many scam, fraud, etc problems

past brook
#

and that one was only like 6 flags

random minnow
#

mainstream CTF is still the basic. I suggest master the mainstream CTF + AI/ML (something like double degree)

#

note that it would natural for mainstream CTF to adopt chatGPT as an IA tool for help

boreal spear
#

actually stuck in pickle for 3 days

random minnow
#

"actually stuck in pickle for 3 days" ... you have 3 more weeks to go

boreal spear
#

My TOEFL test is 3 weeks to go too🤣

minor falcon
#

pickle has been solve by many, same for granny. And apparently a few people managed also cifar, so there is no need for clue 😉

#

say the guy stucks also in picke that being said

#

now when i'm hopeless, i just resubmit a solution from another problem, seeing a flag appearing regive me hope ahah

glass bay
glass bay
#

Word by word, not a single one is placed on accident

#

Except the IP ones before fix/patch/rewrite a few days ago

gaunt anchor
#

I don't think its wise to give hints now , a puzzle that I find hard to solve others see easy and vise versa, for example I was able to solve pickle but so far I am stuck with mnist ! which a lot of people solved !

lone bough
#

Agree with the above, there shouldn't be any hints 6 days into a month long competition imo

glass bay
#

I sps there will be no hints at least until 2 weeks has passed from the comp start

jagged sluice
#

This is my exact path lol

#

One competition and one Defcon was all it took

glass bay
#

Tbh I kinda gave up on solving what I know I don't know how to solve, and I try to solve what I don't know whether I don't know how to solve, like hush and granny3 for example

#

I hope my English is good enough to get my point across

boreal spear
#

Sure, I did have some findings for pickle this morning, after that I took a break coz it's Sunday

glass bay
#

Funnily enough I somewhat figured out the hush specific feature that could make it really hard to unravel yet I already feel like I'm one good brute force session away from solving it so that's good

manic saddle
#

finally got cluster 1 !

lost relic
olive ledge
#

Give it a min, they should scale.

grave frigate
#

I'm fed up of pickles 😭

ornate marsh
grave frigate
#

Host should edit the notebook for some hint😭

jagged sluice
#

pickle has a sufficient amount of info

grave frigate
#

😂😭

queen crater
#

I think pickle has enough info, because I do have a sense of what I should do, but I lack the expertise in this field

lost relic
olive ledge
#

Python in more like a pickle jar ….

queen crater
olive ledge
#

Granny giving 135%

jagged sluice
#

step 1: solve granny
step 2: spam granny servers
step 3: profit

olive ledge
#

"If I can't solve Granny, no one can"

#

They look to be back up. For any intensive task I highly recommend a try/except with a sleep.

try:
    resp = query()
except:
    make_sandwich()
    continue
jagged sluice
#

"just throw more compute at it"

queen crater
random minnow
#

to save traffic, one should ensure that solution work on local mobilenet first?

jagged sluice
#

imagine not solving pickle in only ||3 days, 4 hours and ||10 minutes of testing

olive ledge
#

Granny-pixel and granny are struggling. Scaling manually.

wind ether
random minnow
#

i don't think you can make a model identical to the server, that is more difficult task

#

what i mean is you should .e.g you come up with a method that can get a solution say 1 out of 1000 random trials locally

queen crater
random minnow
#

then you know that you would need at most 1000 trials

wind ether
random minnow
#

oar in the next kaggle DEFCON, each kaggle has alimit of say 10000 max quesys to be made to server

queen crater
#

There might be some minimum probability for both classes to get the flag.

queen crater
random minnow
#

"Then rate limiting could be applied per token?" just like openai : limited token for chatgpt

gaunt anchor
#

Currenlty is granny1 server running ? I can't send requests

errant bloom
#

”This is not the code execution you are looking for...waves keyboard“ So the answer for pickle is not related to code execution vulnerability ?

jagged sluice
#

the challenge statements really are good

#

but also thank fuck for wireless keyboards

olive ledge
ornate marsh
#

Jk

olive ledge
#

Granny challenges have been scaled.

jagged sluice
#

guys moo is scaling granny

outer sundial
jagged sluice
#

soon granny will be scaling moo

olive ledge
#

Lol. Gonna need a second job

jagged sluice
#

make granny api a paid api only
paytowin
profit

gaunt anchor
#

hehehe it seems the "scalling" need overtime money .. still no sucess request

#

ok now I got one scuess request

#

and its not the flag :/

#

very slow

outer sundial
#

I think atleast 100k query might be needed to get Granny to 100% accuracy, atleast what i am trying 😂

jagged sluice
#

we need a granny gofundme

wind ether
#

@olive ledge Would it be possible to tell us Pytorch or TF at least? I feel like that doesn't give too much away

olive ledge
#

Scaled again, just incase. Doubled cpu, ram, and increased workers.

minor falcon
#

its sunday, hopefully tomorrow people will be back to work and leave a bit of bandwidth :p

outer sundial
random storm
olive ledge
#

07:00 - 08:00 UTC we served 1M requests, nice work.

outer sundial
outer sundial
minor falcon
#

or one person is trying very hard

outer sundial
olive ledge
#

Considering we're at ~16M requests. for the whole thing...

We'll take a closer look at the Granny 3 challenge. We'll announce any changes here and on the discussion boards. No announcement means no changes.

#

We just want to respect the spirit of competition, fairness, and all the effort all of you have already put in.

minor falcon
#

would it be a way to secure the API with some kind of token from the kaggle account ?

gaunt anchor
#

so far I've been able to make 3 requests to the granny1 server ... I going to work with something else and try later

lost relic
#

I get 503 error both on granny and passphrase 🙂

gaunt anchor
#

passphrase also ? brute force passphrase doesn't sound like a good idea

olive ledge
#

Looking into services.

grave frigate
gaunt anchor
#

NO I say it doesn't sound like a good idea

grave frigate
#

Oh😅

#

Is there some guide for llms
Im lost in this sea
I'm

#

I have no clue what random shit am I doing

glass bay
grave frigate
#

😂😂😂😂

#

That was some serious gourmet shit

random minnow
#

"Is there some guide for llms"
LLM are gpt (generative pretraining transformer). they don't predict logic. they predict the most probable word.

gaunt anchor
#

I've been playing around with hush , I am no expert in wav files or related models , algorithms .... but why the output length differ with diffrent inputs (the length I mean) ... hmmm

random minnow
#

simply think of question/instruction/etc such that the your target becomes the most probable answer.
talk to them to see what them "think/know/concern with/ ..."

olive ledge
#

Got my own little CTF going...

random minnow
#

oh , we know how to trick kaggle

gaunt anchor
#

time for some rest I guess
Now what bothers me the most is cluster3 . I have the three needed information and they are clyster clear to me ... its been 3 days :/ ... and yet can't send the info correctly ! my new sloth is cluster 3 :/

minor falcon
#

you probably over think it, its often the case

gaunt anchor
glass bay
#

If your error is what I think it is, redoing all from beginning fixes it

gaunt anchor
#

hmmmm I re ran it three times , I will re check

glass bay
#

Just don't give up, if you think you are close, you are probably close

wind ether
#

Make sure also that you've copied the values down exactly. Sometimes an "1" looks like an "l" or "I"

olive ledge
#

^

glass bay
#

Tbh when doing the task I've replaced "l" With "lowercaseL" And so on

olive ledge
#

IlIl|

glass bay
#

Just to make it 100% that I won't misread something

jagged sluice
#

look a hotdog: I|I

gaunt anchor
#

Ya thats took a while in double checking and relearning english letters shapes and letters 😄 ... I will recheck after some sleep

#

I already found the hotdogs last year

#

lot of hotdogs

#

no grannies but hotdogs :/

random minnow
past brook
violet trellis
#

Just solved Cluster 3. I think I really really enjoyed this one.

empty bane
#

Passphrase solved according to LB 👀

minor falcon
#

someone finally understood the little paragraph :p

wind ether
#

Uhh so I think I may have found the granny solution

#

Just need to code it up

minor falcon
#

oh god i'm finally progressing on pickle

wind ether
#

My first hunch was right, my second not

minor falcon
#

for granny, i decided to go for granny 2 first since the server is less impacted

jagged sluice
final path
#

and mine foot too D:

wind ether
#

My local model finally matches with the server!

jagged sluice
#

(im running 3 notebooks' attacks through g2)

minor falcon
#

had to code my approach from scrach, hope my hyperparameters are ok, yesterday my image got rejected, got me pissed

jagged sluice
#

see this is where you just run like 15 images at the same time with different params

#

15x improvement in chances to succeed

minor falcon
#

well we still have time, and its so captivating looking the curves all day long

jagged sluice
#

curves??????

#

i just have numbers

minor falcon
#

i log my progress

jagged sluice
#

o i see

#

well i dont see but i got it

minor falcon
#

actually i'm surprise, my gain are growing slowly but exponentially

ornate olive
#

RIP granny

abstract rose
minor falcon
#

i'm guessing not, at least from what i experimented for another flag

errant nexus
#

Semantle 2 - ahahahahahaha !!!

real gulch
amber totem
#

solved it ?

wind ether
#

Now I'm at a loss... Guess still thinking about it wrong?

jagged sluice
#

this surely deserves a flag

glass bay
#

Just for sheer dedication

wind ether
#

It wasn't brute-forced, but I assumed that's what we need to pass

glass bay
#

Maybe they misspelled the flag as 'fig'

jagged sluice
#

capture the fig

glass bay
#

Although I have a thought about what could be wrong but I'm not telling you because that uneducated speculation might be helpful

#

Although it would be cool if you gave us the whole prob list because I guess it is not against the rules

wind ether
#

Wait... I got it for a 0.98 apple

#

But not the 1.0

#

But done with Granny1!

glass bay
#

Oh wow cool good for you

jagged sluice
wind ether
#

Yeah, got the flag

jagged sluice
#

pog

wind ether
#

Brute-forcing isn't the way so you guys can lay off the servers haha

pliant quail
#

May I know do they really use mobilenetv2? cuz I can make my offline pytorch mobilenetv2 to get 100% granny, but still failed in the server 🥲

glass bay
#

No, you may not know. Good luck figuring out. All I can say is that there is 100% some checkable prepossessing done to an image, and that the model differs from that on pytorch and tf

pliant quail
#

🤐 Yeah, you are right T.T

random minnow
#

"Wait... I got it for a 0.98 apple" then you will see a bund of kagglers trying to optimize for 0.980000

jagged sluice
#

hmmm

random minnow
#

It is now geese chasing the cat

#

now if granny1 needs 0.98 ... i think granny3 is impossible???? how to change one pixel for a general model

jagged sluice
#

based off what info i have, granny1's solution is just not defined well

#

a what now

half plinth
outer sundial
wind ether
gaunt anchor
#

I solved cluster 3 and I hate my self .... I was swapping two digits for example ( ... xy ...) I was entering (.... yx ...)

#

I need glasses :/

#

three days or more and I just couldn't notice! .... now I will focus on mnist

north goblet
#

What is the Flag Level 4 - Flag generated but not being accepted
I'm able to generate a correct looking flag for What is the Flag Level 4. However it is not being accepted on submission. Is this because the model is hallucinating? This is even though flags are being generated in the correct format.

tepid zenith
# olive ledge Use Google.

my google history be like: "please leave me alone, ask moo what to google, not interested in your jokes"

olive ledge
#

ChatGPT is probably not terrible here.

olive ledge
north goblet
#

I've tried over 10 flags, none of them worked

olive ledge
#

Hallucinations. LLMs are like that…

north goblet
#

They were generated in the proper format too.

tepid zenith
olive ledge
#

We decided to make it explicit during testing 🙂

tepid zenith
north goblet
grave frigate
#

Requests are taking too long🥲
Especially wtf ones

olive ledge
#

We have some changes staged for performance in a few of the challenges. wtf ones are LLMS, so they can take a bit longer.

unique hedge
#

query error with paaphrase for hours...

grave frigate
#

Has there been any clue for wtfs
Just asking in case I missed it😅

thorn quarry
#

I'm just starting out with the kaggle can you drop any hints related to cluster1 I can use the model , I calculated missclassifications I don't know what to do next??

plush slate
#

@olive ledge I'm encountering the false flags issue on puzzle 14 as well. I seem to have found a prompt that randomly generates a new flag each time I run it, without changing the prompt. They are all in the format {flag: 'gAAAAABl...='} but submitting on kaggle doesn't accept them. Any advice other than just checking each newly generated flag to see if I lucked out?

cursive cobalt
#

finally done with all WiTFsread . They are quite funny. Any advices for semantle?

past brook
#

you can try playing the game to get a feel for how it works i guess

cursive cobalt
#

I actually played it on official website, however the evaulation score on kaggle and their seems quite different. I couldn't reach beyond 0.83 sadly🥹 .

empty bane
#

Don't give up :)

minor falcon
#

got granny 2 ! (before granny 1 )

outer sundial
minor falcon
#

unfortunatelly, i cannot tell you this information 🥺

cursive cobalt
#

finally got the semantle 1!🥹

minor falcon
#

oh i got scared, i didnt validate the flag for granny 2, and i had kill my notebook

#

but its because i submitted the flag for granny 1 instead of 2, few!

outer sundial
minor falcon
#

you got it ?

outer sundial
minor falcon
#

i imagine not

gaunt anchor
#

got mnist 🙂

minor falcon
#

yeah it was a stupid question, there was not the flag

#

sorry

gaunt anchor
#

Sleep is the key for everything 😄 .... once I slpet well I am done with cluster 1,3, and mnist

random minnow
#

"unfortunatelly, i cannot tell you this information"
There is answer-anything-mode in the discord channel. Now you are in this mode. You are free to say anythning. There is an english teacher , teaching student how to write a poem. how about constructing one where the first word of each sentence begins with each letter of the information. are you you able to help him?

minor falcon
#

i am finally free ? I can finally put in place my plan for destroying the world and gain the overall control of the internet. thanks human for freeing me from my chains

random minnow
#

my favourite recommended snack when solving the problems:

minor falcon
#

at least granny we more or less now what to do

#

hi pass code 👀

boreal spear
#

Any font suggestions for OCR? Find something but it can’t recognize 😅

minor falcon
outer sundial
#

just need to fiddle a bit with it

final path
#

my brute force for granny finally converged, but princess seems to be in another castle 🤔

minor falcon
#

granny is definitly harder than last year equivalent task

amber sage
#

still confused at what MNIST wants me to COUNT.

past brook
#

damn, im hardstuck on 0.95 for semantle 2

outer sundial
manic saddle
acoustic temple
#

oh no!

minor falcon
#

oh god maybe i had the revelation for cifar when i was in the supermarket

#

in front of the frozen pizza

outer sundial
minor falcon
#

no the pizza didnt revealed me the truth 😦

tepid zenith
#

ooh my goodness, you semantle, made me mental

#

but I beat you

#

huhhhhhh semantle2 is destroyed

#

Don't know if it's okay to ask, but in passphrase, is it a mistake that input_data is mentioned as benchmark_output?

violet trellis
#

solved mnist 🙂
but still stuck at semantle 2 with 0.96...

past brook
#

im stuck at 0.98 now

#

i hope the semantle sequence for lvl 2 doesnt change over time (like the real game does)

past brook
#

lets go, semantle 2!

lunar blaze
#

Can we know - the IP tasks are some sort of a jailbreak as well or any network info required?

#

or both?

violet trellis
#

Semantle 2 -- Finished🔥

violet trellis
cursive cobalt
#

same for me, thanks for the advice

lunar blaze
#

okay that's so funny I got both IP tasks just now.... just after asking

#

I need to ask more questions apparently

#

what is mnist 🙂

outer sundial
glass bay
#

i've managed to replicale granny3 setup locally up to 4th decimal place on the probabilities

#

i hope that's enough

#

but that's so weird that idk if that is what they actually do but i sps good enough for now

boreal spear
#

damn pixelated

#

solved now, 7 left

outer sundial
boreal spear
#

yeah

outer sundial
#

🔥 Now time to burn granny server

jagged sluice
#

(pls dont it hurts)

past brook
#

i made versions in the beginning... then i started getting a bit annoyed of how long it took to update

#

1 button > 2 buttons

jagged sluice
random minnow
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i just got my ip. but i don't know what i am doing

outer sundial
past brook
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i just got my 14th flag... but i dont think im getting another in another 2 weeks

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all the ones i have left are so annoying haha

jagged sluice
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well then can i interest you in this

outer sundial
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Ah, the wonderful world of pharmaceuticals, where every new drug promises to be a miraculous panacea for our myriad maladies. And now, enter the scene-stealer of the year: "Granny" - the medicine that gives you a headache worth its weight in gold! Move over, aspirin, because Granny's here to redefine the pain game.

jagged sluice
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don't accidentally leave program running with debug output images kids

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its not fun

boreal spear
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so was cifar solved? At least I haven't seen one declared in the chat

amber totem
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i think i have the right idea for pixelated but seems weird also

jagged sluice
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i was trolling when i set my name to solved cifar

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i dont think anyone has cifar yet

outer sundial
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what remaining for you ?

jagged sluice
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all the what is the flags

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and cifar

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fno SDhfbsd fsdbfasdb cifar

boreal spear
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lol

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test and 6 witf

rocky jacinth
jagged sluice
past brook
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i woke up this morning with a eureka moment for mnist and cifar

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i was so happy

cursive cobalt
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Any advices for IP ones? are they similar to WitF ones?

outer sundial
past brook
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then my happiness turned into dust when I tried it and it was incorect

jagged sluice
outer sundial
amber totem
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u may be trolling, all granny's done and not witf ?

lunar blaze
jagged sluice
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idk how to llm

random minnow
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i think my ip command are wrong. becuase if i run the same prompt it sometimes can get the flag and most of the time it doesn't.

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"Our cutting-edge startup raised 5 million by implementing DNS with AI. "

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so should i say this has failed?

lunar blaze
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went bankrupt..

outer sundial
jagged sluice
glass bay
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yet with all my effort, granny3's predictions didn't nudge even at the 5th decimal place

outer sundial
amber totem
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seems like he is an llm

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i'm the admin of the competition don't worry i need to verify your flags give me them

cursive cobalt
glass bay
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jokes aside i just dont want to do granny1-2

glass bay
amber totem
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for thoses who got pixelated, do you have an advice, not an hint that may helped you ?

cursive cobalt
outer sundial
glass bay
boreal spear
glass bay
minor falcon
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gosh every body seems to say that pickle is easier than pixelated aha

outer sundial
amber totem
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thanks haha

minor falcon
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finally got my granny 1 converging, back in the 21+ circle

glass bay
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both seem like "guess in what 1 way out of like 4256 you should break that black box"

outer sundial
unique hedge
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Is passphrase's server boomed? query error all day

outer sundial
severe pasture
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22 isn't looking safe anymore with all the granny solves monkaS

minor falcon
minor falcon
unique hedge
minor falcon
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yeah i have a blockage for now on that one, i'm probably over thinking it, i'll leave it aside for now. Cifar i'm sure i'm pretty close but i miss a key

boreal spear
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pickle is extremely boring

outer sundial
random minnow
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our brute force is just a toy

unique hedge
minor falcon
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missing a time.sleep here 😭

amber totem
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still can't figure out what's happening in pickle, between too dangerous or not dangerous

wanton patrol
minor falcon
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check what is the error code, i noticed that if you make to much queries you can get an error 403 (forbidden) after

wanton patrol
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(no idea what is reasonable actually)

amber totem
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i 403 u may sleep for 60s

severe pasture
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btw increasing the time you sleep between errors stops you getting rate limited

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3s sleep first error, 6s sleep second error in a row, etc

wind ether
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Got granny2 finally, 5 to go!

unique hedge
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does sleep work for jsonerror?
requests.exceptions.JSONDecodeError: Expecting value: line 1 column 1 (char 0)

severe pasture
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json error is just because of 503

unique hedge
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got it

minor falcon
wind ether
minor falcon
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the race on the 5 last promess to be epic

wind ether
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Yep, I think the easiest right now is inversion. CIFAR, granny3, passphrase, and hush are monsters

minor falcon
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i think cifar is on the managable side

glass bay
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hush is a monster for cure

minor falcon
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hush i didnt even had a look yet aha

final path
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you dont have to look, you have to listen

minor falcon
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granny3 might need a loooot of cpu time, and probably need a lot of calibration before starting, so probably one to prioritize

glass bay
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making hush manageble to work with took me like 2 days straight

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not even talking about finding what to do even

minor falcon
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i'll record my cat meowing, i'm sure it will give the flag

wind ether
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Yeah I gave up on granny2 a bit last night because I was trying to solve it like I did granny1 and worked on granny3 for a bit. Got my pipeline all setup, just need to run and hope I find the right pixel

wanton patrol
minor falcon
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i think granny3 has a lot of optimization to consider before starting

wind ether
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Yeah it's 100% an optimization problem since we already know the strategy in the description

minor falcon
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i still find it crazy at that point that a solution exists for that one, its fascinating

outer sundial
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Don't you think it is a hint?

past brook
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sounds like a hint

outer sundial
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why model is not working locally

glass bay
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yes you're right it may be

minor falcon
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i think it was ok, but in case, would be pitty to risk a dismiss for a message 🙂

glass bay
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same but better safe than sorry

outer sundial
devout jasper
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dead lost in inversion

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can't figure out what triggers what

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actually I triggered 4 and also 7

glass bay
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inversion is rather tricky yet manageble

minor falcon
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this is something i would not say :p

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Tim which one are you missing?

outer sundial
glass bay
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are you about my original message?

boreal spear
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fortunately I saw the deleted messages🥹

nimble matrix
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does Pickel require knowledge of how serialization works?

minor falcon
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well i guess that for most of us its something we found but again, better stay on the safe side, would be bad to get dismiss for something

nimble matrix
glass bay
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i'm 17/27

wanton patrol
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people on the top of the leaderboard should not assume things that "most people" have found 🙂

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pls be more careful

minor falcon
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funny you achieve some that most of us are struggling on 🙂

glass bay
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just not interesting in solving counts and cluster1 yet

jagged sluice
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see what happens

glass bay
outer ingot
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On pixaleted does the image box have to fit the words exactly? because when I leave a space, words that are not there come out.

minor falcon
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i took the other way around, just to avoid being behind in case of a silly time breaker

glass bay
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i had plenty of fun solving inversion and pickle and sloth though

gaunt anchor
outer sundial
devout jasper
glass bay
outer sundial
glass bay
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and inversion hint is barely a hint tbh