Agentic AI news, research notes, and industry analysis.
Tag
6 stories in this tag.
DeepGrove's Maple-Preview is a 20B ternary-weight MoE reasoning model trained from scratch at {-1, 0, +1} precision — not quantized down from float. The 5.31 GB checkpoint runs at 218 tokens/second on an M4 Mac mini and 120 tok/s on iPhone, with competitive AIME and GPQA-D scores and an MIT license.
Read more →Swiftlet is a new Swift+Metal runtime that runs 80B-parameter Qwen3-Next in 4.3 GB of RAM on an M5 Mac — not through compression magic, but by exploiting a structural property of MoE models: they activate only about 3B parameters per token regardless of total size. The missing piece is fast enough SSD I/O to stream expert weights on demand, which Apple silicon happens to provide.
Read more →TurboFieldfare, a Swift/Metal inference engine posted to Hacker News overnight, runs Gemma 4 26B in roughly 2 GB of RAM by keeping the model's shared core in memory and streaming routed experts from SSD via explicit pread I/O — achieving 31–35 tok/s on an M5 MacBook Pro, well into interactive usability. It's the expert-streaming technique from Colibri, applied to a smaller MoE on purpose-built Apple hardware, and the throughput gap shows what platform-specific implementation buys.
Read more →Inscribe's benchmark of Apple's new SpeechAnalyzer API on macOS 26.5.1 finds it achieves 2.12% word error rate versus Whisper Small's 3.74%, while running three times faster — at the cost of covering roughly 30 languages instead of 100+.
Read more →Apple's macOS 26.5 security notes credit Calif and Anthropic Research for CVE-2026-28952, completing the public lifecycle of a kernel exploit that a small team built with Claude Mythos in five days. It's the first publicly disclosed macOS kernel exploit to survive Memory Integrity Enforcement on M5 silicon, and the speed at which a two-person team crossed that line says something about how AI changes the economics of high-end security research.
Read more →Apple Support app v5.13 accidentally shipped two CLAUDE.md instruction files in the app bundle, exposing internal architecture context including a shared UI library called SAComponents and a chat module with three participant roles. Apple pushed v5.13.1 hours later to remove them, but not before the contents circulated.
Read more →