This is pretty cool. Now compare this to all the compute resources spent on vibe coding bullshit apps lol

WeAreAllSatoshi

In 60 hours, Claude discovered a vulnerability in HAWK-256, a post-quantum challenge algorithm, which two years of human review had failed to detect, reducing the cost of key recovery from 2^64 to 2^38 operations.

The model discovered an attack known as the Möbius bridge against AES-128 reduced to 7 rounds, which is 200 to 800 times faster than the best-known method, but this academic exercise poses no threat to any systems in production.

The technique emerged from three days of largely autonomous work costing around $100,000 in computing resources, followed by several hundred hours of verification by human researchers to validate the attack.

security

In 60 hours, Claude discovered a vulnerability in HAWK-256, a post-quantum challenge algorithm, which two years of human review had failed to detect, reducing the cost of key recovery from 2^64 to 2^38 operations.

The model discovered an attack known as the Möbius bridge against AES-128 reduced to 7 rounds, which is 200 to 800 times faster than the best-known method, but this academic exercise poses no threat to any systems in production.

The technique emerged from three days of largely autonomous work costing around $100,000 in computing resources, followed by several hundred hours of verification by human researchers to validate the attack.