Hardware

Bambu Lab locked down its ecosystem after building on open source goodwill — a pattern every hardware and software builder needs to understand.

Hardware attestation is emerging as a quiet monopoly lever—whoever controls chip-level trust controls who gets to run AI at scale.

AMD’s Lemonade server combines GPU+NPU for local LLMs — chip makers are serious about on-device inference.

New AI benchmarks for social intelligence and safety-aware frameworks signal the shift from can AI do X to can AI do X safely.