The real story isn't DeepSeek's funding round—it's that they're already signaling price increases before closing it. That's a tell: the inference compute glut everyone predicted isn't materializing at scale, margins are tighter than the hype suggests, and Chinese AI labs are learning the same painful lesson as everyone else (you can't sustain $100B+ R&D on altruism). Watch AMD's Taalas play instead—vertical integration of inference silicon is where actual defensibility lives, not fundraising theater. The papers on agent evaluation (AV-AIVAT) and selective trust also matter more than they seem: cheaper certification of agent behavior is the unsexy infrastructure that unlocks real deployment, not another model checkpoint.