18–34 first.
Initial cohorts focus on underemployment, cost-of-living pressure, AI-driven job change and credential confusion.
ANNAlife · Q4 2026
LIFEred Inc. uses structured research, controlled deployment and traceability to move ANNAlife from documented methods toward reliable product and workforce-navigation capabilities.
Recovery19 deployment
The Recovery19 Project is LIFEred Inc.'s deployment initiative for ANNAlife. Recruitment to deployment runs from months 6 to 18. The initial focus is 18 to 34 year olds facing underemployment, cost-of-living pressure, AI-driven job change and credential confusion, studied as four cohorts per rotation.
Initial cohorts focus on underemployment, cost-of-living pressure, AI-driven job change and credential confusion.
The planned cohort structure creates repeatable comparison while keeping different user circumstances visible.
Deployment begins in Lethbridge, expands to a second Alberta region, then nationally.
The same infrastructure is planned to extend toward later-career and retirement-transition users by year five.
Public methodology overview
Data, Analytics, Value, Integration, Delivery manages structured data intake and transformation.
Algorithmic, Adaptive, Response, Operations, Network manages routing logic and adaptive behaviour.
Personalized, Adaptive, Management, Engagement, Learning, Assistance manages user interaction and engagement pathways.
Strategic, Artificial, Methodologies, Assurance, Network, Technology, Human Alignment manages governance, compliance and human oversight.
Traceability
FACE, Forensic Archives of Calculations and Experiments, records activity for traceability. Forward-looking deployment targets are presented as plans, not completed outcomes or guarantees.