Concerns about opaque government procurement and concentrated model power are colliding with a surge in high-fidelity deepfake scams and the limits of lab benchmarks in messy, real-time settings. Enterprises are shifting from blanket rollouts to targeted workflows, pairing skills investment and human checkpoints with architectures built for multi-step coordination. The funding moves and governance debates signal how value, risk, and control are being renegotiated as AI moves from demos to production.
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