
Visual AI / Dietary assessment
ResearchFollow the work 
Xilo’s Research & Development Division follows the signals shaping everyday life—then turns fieldwork into shared perspective.
A division of Xilo Corporation,
funded by Balag Group Holdings.
Editorially selected work with current relevance, evidence maturity, a distinct contribution, and publication-ready clarity.

Visual AI / Dietary assessment
Primary disciplines / 2026
Planned research programme
Formalize the governance model — envelope schema, authority tiers, structural rule
Threat model for injection, spoofing, skill poisoning → controls
Build the observability layer
Measured before-and-after on the Document Saving workflow
Prior-art positioning via systematic search + expert validation
Occasional notes from the field.
No noise, only new work.