Temperature is basically: “How much randomness am I allowed?” More randomness → more novelty. Less → more consistency. Low temperature (≈0.0–0.3) Great for: facts, summaries, extraction, legal-ish wording, checklists Vibe: “accountant with a clipboard” Medium (≈0.4–0.7)

🇨🇳 China's patent filing rose by 67.7x between 2000 and 2024. From 26,553 patent applications in 2000 to 1.8mn in 2024. The US sits at 503K and Japan at 421K. A very different IP battlefield than the one people were used to in the 2000s.

what's most incredible is that HLE (humanity's last exam) didn't even exist in dec 2024 and we're already close to beating benchmarks that weren't even around a year ago. 2026 will be different, though general AI won't just beat benchmarks, it'll start making real scientific