A closed-source SaaS learning management system from a Taiwanese vendor. Its AIR module auto-generates lecture highlights, subtitles, quizzes, and Q&A. Best suited for university instructors who need a turnkey Chinese-first LMS with proven campus adoption. Limited by opaque pricing and zero API access for automation.

Four 2026 studies converge on one conclusion: brain aging is not the brain's problem alone. Peripheral CD8⁺ EMRA T-cell immunosenescence, plasma glucose with Mendelian Randomization causal evidence, and arterial wall cellular heterogeneity collapse are converging on the aging brain — while intracranial microglia and oligodendrocytes inflammage in near-perfect synchrony (Pearson r≈0.98). Understanding this multi-source siege reframes what prevention might realistically look like.

Google agents-cli uses a three-tier SkillToolset progressive disclosure architecture that cuts baseline context token consumption by about 90% in static scenarios, though real-world workloads may narrow that to 37%. This piece dissects the token-efficiency claim, the vendor lock-in risk, and the fragility of description-based routing, extracting lessons useful for any independent agent system.

A portable SKILL.md framework that injects design taste into AI coding agents (Claude Code, Cursor, Codex). Three tunable knobs control layout variance, motion intensity, and visual density. Zero-friction install, framework-agnostic. Worth watching, but v2 is still experimental and results depend heavily on LLM quality.

I benchmarked five 4-bit local models on a single M4 Pro (48GB) with oMLX across eight benchmarks, mapped the speed/quality sweet spot, and calibrated which cloud generation they match. Plus a field report on three speculative-decoding traps (MTP / dflash / specprefill) and the cache trade-off that decides them.