For a finite set of integers (A), how much faster can (|A+A|) grow than (|A-A|)?
A 1969 theorem gave an upper bound of 2 for the exponent. For more than 50 years, the best constructions barely exceeded 1.1.
With help from our research agent Hyra and the Hy3 model, we found an explicit construction showing that the optimal exponent is exactly 2.
A 50-year-old problem, solved.
Paper: https://t.co/OU7lfH0hXR
Hyra blog: https://t.co/NeQEekUSZ3
Formal proof: https://t.co/LMbGdKqo2D
At these price points vast swarms no longer break the bank. With my main harness and agent running SOTA I can can now afford to run multiple swarms 24 7 working on harder and harder problems .
DeepSeek silently updated their changelog with a new V4-Flash upgrade 1 hour ago.
Their new Terminal-Bench score is 82.7, a massive +25.8 point leap from its initial April preview score of 56.9.
Currently only available via their API, open weights release will follow shortly.
Watching crimson_dawn my factory fix it self after deploying the fleet to a Vps , improving its self on a loop is fascinating at the same time scary. The system I built is self maintaining now the loops spin up more loops it self . Restricted certain access for now but dear gods the future is now
Introducing Rook by @Hop_Aero (YC S26): an autonomous hypersonic cargo rocket that delivers 550 lbs up to 450 miles in ~15 minutes.
It launches from a standard 40-foot shipping container and lands on unprepared surfaces—no runways or fixed infrastructure required.
Normal sandboxes that one used with normal harness are useless , many times the agent does something which is blocked and then just runs it outside the box lol .
Kimi's paper underlines the importance of the right security boundary for agents to run in.
tl:DR: container-level isolation is not enough. In their experiments, agents crashed the underlying machine (via kernel panics).
Firecracker microVMs (as in Vercel Sandbox) are safe.
Fleet is deployed off my Mac running 24/7 with my custom built spin Crimson Dawn built for mass parallelism with git work tree and compute isolation and kernel level block. May the fleet have clam waters and plenty of tokens