Tags: prng 

Rating:

# Introduction

> Description: I hid my password behind an impressive sorting machine. The machine is very luck based, or is it?!?!?!?

This is the challenge source code:

```cpp
#include<chrono>
#include<cstdlib>
#include<iostream>
#include<algorithm>
#include<string>
#include<fstream>
#include<thread>
#include<map>
using namespace std;

bool amazingcustomsortingalgorithm(string s) {
int n = s.size();
for (int i = 0; i < 69; i++) {
cout << s << endl;
bool good = true;
for (int i = 0; i < n - 1; i++)
good &= s[i] <= s[i + 1];

if (good)
return true;

random_shuffle(s.begin(), s.end());

this_thread::sleep_for(chrono::milliseconds(500));
}

return false;
}

int main() {
string s;
getline(cin, s);

map<char, int> counts;
for (char c : s) {
if (counts[c]) {
cout << "no repeating letters allowed passed this machine" << endl;
return 1;
}
counts[c]++;
}

if (s.size() < 10) {
cout << "this machine will only process worthy strings" << endl;
return 1;
}

if (s.size() == 69) {
cout << "a very worthy string" << endl;
cout << "i'll give you a clue'" << endl;
cout << "just because something says it's random mean it actually is" << endl;
return 69;
}

random_shuffle(s.begin(), s.end());

if (amazingcustomsortingalgorithm(s)) {
ifstream fin("flag.txt");
string flag;
fin >> flag;
cout << flag << endl;
}
else {
cout << "UNWORTHY USER DETECTED" << endl;
}
}
```

# Description

The challenge provides a really simple sorting algorithm called `amazingcustomsortingalgorithm(s)`: a [bogosort](https://en.wikipedia.org/wiki/Bogosort)!\
For those new to the wonderful art of ✨**sorting**✨, a `bogosort` is basically an algorithm in which the values of an array (in this case a string) are randomly shuffled until they *somehow* appear in order.

So, the aim in this challenge is to provide a string of at least 10 characters without repetitions that will result in a sorted (ascii values) string with a maximum of 70 random shuffles.

# Vulnerability

But how is this possible?\
Bogosort is famous to not be really efficient when we talk about sorting: it has an average complexity of $O(n \times n!)$ which is really not the best when you have a possibility of $O(n \times 70) = O(n)$.

Let's reanalyze the problem in mathematical terms:

In each shuffle, there are $n!$ possible permutations of the string, where $n$ is the length of the string.\
How many favorable outcomes do we have? Which is the number of permutations that result in a sorted string. There is only one! \
So the number of favorable outcomes is $1$.

And since we have a maximum of $70$ random shuffles to get that string, the probability of getting a sorted string of lenght $n$ in exactly $70$ shuffles is $\frac{70}{n!}$.

How can we minimise it? Putting $n=10$ which is the minimum, in this case the probability would be $\frac{70}{10!} \cdot 100 \% = 0.0019\% $

To get a $50\%$ probability of getting a sorted string, we would need $0.5 = \frac{70}{n!} \Rightarrow n! = 140 \Rightarrow n = 5.1$ which is not possible.

So... we won't get the flag?\
Well, if the bogosort algorithm was really random, we would not ever get the flag.

Although, we're going to transform this **ENORMOUS** time complexity to the best case which is $O(n)$ (an array sorted at the first shuffle), how?

Is this algorithm really random?\
Or to be more precise, is `random_shuffle(s.begin(), s.end())` really random?

Too much math here, let's just look in the code and try to run this program...\
Firstly we find online things like [this](https://stackoverflow.com/questions/22600100/why-are-stdshuffle-methods-being-deprecated-in-c14#:~:text=random_shuffle%20is%20being%20deprecated%20because,which%20is%20implemented%20really%20poorly!) or [this](https://github.com/matplotlib/matplotlib/issues/24010/)\
Basically it seems that there's no seed in here, so the random shuffle is not really random.
Let's send a string of 10 characters (casually "0123456789").

![alt text](https://github.com/napwnli/napwnli_writeups/blob/main/Writeup/Crypto/PRNG/n00bzCTF%20Random/image.png)

What?? The sortings are the same!\
So we just need to map the characters of the first sorted string and then _reverse_ the mapping to get the flag.

# Exploit

Here a working exploit:

```python
from pwn import *

c = remote('challs.n00bzunit3d.xyz', 10377)

superdict = {}

req0 = '0123456789'
c.sendline(req0.encode())
res0 = c.recvline().decode()

for i in range(10):
superdict[res0[i]] = req0[i]

c.close()

c = remote('challs.n00bzunit3d.xyz', 10377)

req1 = ''
for i in range(10):
req1 += superdict[str(i)]

c.sendline(req1.encode())
res1 = c.recvline().decode()

flag = c.recvline().decode().strip()
print(flag) # n00bz{5up3r_dup3r_ultr4_54f3_p455w0rd_98921e98c527}
```

Original writeup (https://github.com/napwnli/napwnli_writeups/blob/main/Writeup/Crypto/PRNG/n00bzCTF%20Random/README.md).