Why World-State beats raw video context
Repeated questions should reuse state.
Research
Research notes from building CPU-first video intelligence.
Ayneye is a product surface for World-State, semantic refresh, evidence-grounded answers, CPU-first detection, and video-aware agents.
Technical notes
Early research themes that explain why Ayneye is different.
Semantic Refresh for low-cost video intelligence
Refresh detector work only when the scene materially changes.
Evidence-grounded Ask Video
Answers should cite artifacts and evidence bundles.
CPU-first neural detection
Prove cost control before GPU expansion.
Video agents need state
Agents query tools and evidence, not screenshots.