WordPress Core trimmed its PHPUnit CI matrix ahead of 7.1. PRs now test 3 PHP versions, a Sunday cron covers the rest weekly, and reruns dropped from about 68% to 36%.
Muon and SOAP cut final diffusion loss 18% vs AdamW. Mapping that to Anima (Cosmos DiT) and SDXL U-Net LoRA training, plus existing LoRA-Muon research, before writing any code.
15 formats renamed to .png, then Rails 8.1.3 vs 8.1.3.1 on one attachment: SVG logged 123x45 on the vulnerable build, nothing on the patched one. Plus the matload entry point and the libvips 8.13 floor that stops boot.
MCP 2026-07-28 drops initialize, session IDs, and SSE resume; Sampling, Roots, and Logging are deprecated. I wrote minimal servers for both specs and diffed them with curl.
Kimi K3 activates 16 of 896 experts per MoE layer. From the July 27 tech report: experts are sliced FFNs, not specialists, and the router is one linear projection.
M4 Mac mini postmortem: cron auth silently dead, a recall-0.19 model passing every promotion gate, 258 poisoned negatives, and a 5-config sweep to a usable trade-off.
Qwen3.8 restored 625k chars of mangled PDF text; 5 Irodori-TTS workers on one RTX 4090 gave 38h of audio at 13x realtime. Plus an 18x reasoning_effort win and the cuInit 999 check for dead RunPod hosts.
Fastjson 1.2.68–1.2.83 is exploited with no AutoType and no gadgets. What gates it: Spring Boot executable fat-JAR, SafeMode off, and Object/Map fields in your DTO.
Russian state actors ran ZimReaper stored XSS in Zimbra Classic UI. What to check before and after updating to 10.1.20: mailbox.log SOAP bursts, ZimbraWeb app passwords, IMAP flips, DNS exfil.
Tested Qwen3.7/3.8 web search via the OpenAI SDK: enable_search returns no URLs, Responses API web_search does, and reasoning_tokens jump 10x on search turns.
CoreS3 voice chat rebuilt on action=async: filler on job_id, 0.7s polls, gapless sentence chunks, 8.3s to first reply, plus a Key unit (U144) talk button with port auto-detect.