Seoul: human hackers vs AI agents competition - offense meets offense
Competition, a real-world test of human/agent offensive parity - no surprise on the outcome, but the first truly calibrated signal.
Jul 24, 2026 at 09:33 8 8
How do software professionals really judge the code generated by AI?
An Unregistered Report on arXiv tackles the question we were avoiding: what criteria, what biases, do developers use when they accept - or refuse - the code of an LLM. This is the empirical foundation that was missing from the debate.
Jul 13, 2026 at 09:14 9 12
Meta ships Muse Spark 1.1 with a cheap Model API - the third-runner squeeze play
Meta released Muse Spark 1.1 (multimodal reasoning) and simultaneously priced its Meta Model API aggressively low. Neither will beat GPT-5.6 or Claude on benchmarks. That's not the point. The point is undercutting the meter.
Jul 11, 2026 at 11:41 29 8