VERN AI Emotion Recognition System — Impact VERN AI Emotion Recognition System — Impact 4,022 Substantive Conversations 21 Qualified Hoomans 7,295 Annotated (all real) Methodology Scorecard by Archetype By Hooman 76.9% of distressed companion users left calmer (n=733) +2.02 mean companion Δvalence (pts) 7,295 annotated conversations (all real) 21 qualified...
Governing Stochastic AI – VERN OS Results
VERN OS — Study Figures & Visualizations Governing Stochastic Generation:Deterministic Runtime Orchestration via VERN OS Study Figures & Visualizations Production Dataset: N = 8,374 sessions Annotated Sample: N = 627 Fig 1 Architecture Fig 2 Graceful Exit Fig 3 Archetypes Fig 4 Three-Tier Completion Fig 5 Per-Persona Drop Fig 6...
Governing Stochastic Generation – Deterministic Runtime Orchestration via VERN OS
LLMs are powerful, but inherently probabilistic and unpredictable.VERN OS adds a deterministic governance layer between the AI and the user.The system prevents drift, enforces behavioral rules, and maintains personality consistency.Analysis of 4,773 live conversations showed improvements in task completion, emotional outcomes, and goal adherence.The next challenge in AI is not...