IMAGES / MOTION
Video analysis is not simply image classification repeated many times. Time, motion, perspective and evidence continuity matter.
The developing Alchemy perception portfolio looks toward motion analysis, object relations, pose and landmark providers, provider-neutral feature contracts and portable compute.
A single frame can mislead. Temporal tracking and semantic relationships can help distinguish an observation from a conclusion about activity or intention.
Pose, hand landmarks, facial mesh and comparable features should be served through separate library and service contracts. Provider implementations may vary, without rewriting the application around one SDK.
Media processing can be expensive. Job-to-node admission, compute placement and storage pins should let a task travel within an MI/MU mesh while its inputs, state and results remain durable.
RASEN FALCON / ENQUIRIES