AI-native DevOps is not autonomous remediation
AI-native DevOps gives agents identity, infrastructure context, memory, scoped access, approvals, and an attributable audit trail.
Nuphos Blog11 min read
insight
4 stories
AI agent blast radius: nothing bounds the union of grants
An AI agent's blast radius is the union of every grant you never revoked. Least privilege bounds each grant, not how long it stays open.
Nuphos Blog14 min readWhy AI lip sync still looks fake
AI lip sync gives itself away in a few predictable ways: floating teeth, broken side profiles, drifting timing, and a visible seam. Here's how to spot each one, and what separates production-grade lip sync from a gimmick.
sync-3 Blog9 min readThe film grain problem nobody has solved
Film grain gives footage a cinematic look but breaks VFX work. Here's why degraining and regraining are so hard, and an early look at onegrain.
sync-3 Blog6 min read
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