Qwen's Gated Attention (NeurIPS 2025 Best Paper) puts a per-head sigmoid gate on SDPA output. First-token attention drops 46.7%→4.8%, max activation 1053→94. Why it works and how Qwen3-Next uses it.
Kimi K3 is API-only for now: a 2.8T MoE with 1M context via Kimi Delta Attention, open weights promised by July 27 under Modified MIT, and a reasoning-token overhead worth pricing in.
.NET 8/9 support ends Nov 10, 2026; Windows Server 2012 ESU ends Oct 13. What each deadline covers, the 2012 R2 to 2025 direct in-place upgrade, and how to track both.
One Application Password per integration, CORS is not authorization, rate limits before PHP: how to harden /wp-json/ for headless and AI-era WordPress.
Self-patching on Qwen2.5 and Llama3 shows fine-tuned facts stall outside the mid layers; moving one hidden state lifts 2-hop reasoning from 0.078 to 0.793 (arXiv 2607.08393).
IEEE S&P 2026 study of 2.7M arXiv submissions: 265 API tokens, 7,326 GPS-tagged papers, 699 editable Google Docs, and why withdrawn versions stay online.
Merged a 4th girl with a makeup toggle into one Anima LoRA (518 images, rank256, 21.5h on RTX 5090). Epoch pick vs design bleed, why makeoff fails in multi-girl prompts, 6/6 one-shot.
pgrust rewrote Postgres 18.3 in Rust with AI and passed 46,000 regression tests, yet pgbench runs 9x slower and SQLsmith found a segfault in days. Plus Andrew Kelley vs the Bun Rust rewrite, the same day on HN.
Tested over 3 bakes on RunPod RTX 5090: a coined subtractive makeoff tag never fires at cfg 1.0, while additive earrings+makeup tags switch both ways with the face unchanged (ep140).
Tested on release day: drizzle-orm 3.9x, Effect 5.3x, lobe-chat 7.3x, the tsconfig hard errors, why --checkers 8 backfired on 16GB, and why Vue can't use TS7 yet
Fitted Anthropic's jacobian-lens on Qwen3-4B-Instruct-2507 (4090, 51 min, ~1 USD), then read a layer-swapped SFT corrector: outputs pass through while hidden states diverge to cos 0.88.
