VERN OS — Study Results Research Findings · Observational Study · June 2026 Governing Stochastic AI:VERN OS Results Deterministic runtime orchestration around probabilistic LLMs. Production conversation logs from live AI Human deployments — 7,299 sessions, 19 personas, 3 cohort groups. 7,299 production sessions 647 annotated conversations 19 personas N=5,490 VERN...
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...
What 4,773 Live AI Human Conversations Revealed
We analyzed 4,773 live VERN OS conversations across companion AI Humans, sales assistants, training simulations, and entertainment personalities.The results significantly outperformed typical conversational AI benchmarks:100% on-goal adherence across judged conversations74% blended task completion rateUp to 86% completion in top-performing task AI Humans~3 minute median engagement across thousands of conversationsPositive emotional...