Looped language model training cannot control hidden-state norm growth because RMSNorm normalizes scale away before the loss sees it. A paper posted today on arXiv identifies this readout blind spot, ...

How we can increase software development velocity with AI-assisted coding without the hangover of runaway technical debt.

Ten years ago, a principal engineer I worked with would walk past my desk, glance at my screen for maybe four seconds, and identify the bug I’d been hunting for an hour. It felt like magic. I asked ...

After the public release, an external reviewer surfaced two issues. Both are recorded here verbatim, with cause, evidence, and resolution status, so readers can judge the work without having to dig.

Abstract: Verifiers that can prove programs correct against their full functional specification require, for programs with loops, additional annotations in the form of loop invariants-properties that ...

Creativity used to be the exclusive domain of humans—artists, writers, and engineers create. They receive help from sophisticated tools, which themselves were created by, and typically could be ...

In the dynamic landscape of Java multithreading, ensuring stability and correctness is paramount. One key strategy that Java developers employ to enhance the reliability of concurrent applications is ...

While there have been some notable successes with program verification systems, a the use of such systems is still perceived as a niche activity for the most critical and specialized projects. 1, 23, ...

RE2 is a regular expression engine designed to operate in time proportional to the size of the input, ensuring linear time complexity. RE2JS is a pure JavaScript port that achieves full architectural ...