Today in AI hardware

2026-08-10 · AI Native

The real story isn't in the papers or hype—it's in the infrastructure getting quietly better. llama.cpp's sustained release cadence (five commits in rapid succession) signals the open-source inference layer is entering production maturity, while AV-AIVAT's 74x cost reduction for agent evaluation actually matters for anyone building RL systems at scale. The "consciousness as fabric of reality" piece and AI virus warnings are exactly the kind of unfalsifiable speculation and manufactured panic that crowd out legitimate concerns—skip both. What to watch: whether India's deeptech fund capital actually flows to hardware vs. getting trapped in software plays, and if llama.cpp's velocity translates to real displacement of proprietary inference APIs in 2025.