Category: AI Infrastructure

P-Video 2 and the New Economics of Controlled AI Video
AI Infrastructure

P-Video 2 and the New Economics of Controlled AI Video

Controlled AI video generation is shifting from a novelty budget to an infrastructure budget. P-Video 2 brings text-to-video, image-to-video, and audio-conditioned generation…

GPT-6 Astra Computer Use: The Reliability Shift
AI Infrastructure

GPT-6 Astra Computer Use: The Reliability Shift

GPT-6 Astra computer use matters because agent reliability no longer comes down to whether a model can click through a demo. It…

Gemini 3.1 TTS: The Hidden Infrastructure Behind Real-Time Voice
AI Infrastructure

Gemini 3.1 TTS: The Hidden Infrastructure Behind Real-Time Voice

real-time voice infrastructure is becoming a first-class AI systems problem. Gemini 3.1 TTS turns text into natural speech with selectable voices and…

Why Video Captioning Is Becoming an Inference Pipeline Problem
AI Infrastructure

Why Video Captioning Is Becoming an Inference Pipeline Problem

Video captioning infrastructure is moving closer to the media pipeline itself. Once a team publishes a few clips a week, captions can…

P Image Ideogram: 5 Real Infrastructure Tests
AI Infrastructure

P Image Ideogram: 5 Real Infrastructure Tests

P Image Ideogram matters when an infrastructure image must explain a system before anyone reads the body copy. GPU briefs, capacity-planning decks,…