Elisabeth Nnamani’s systems that survive contact with reality

Field notes

The portfolio frames language-model engineering as a control problem: outputs must survive schemas, approval gates, and imperfect operating conditions. Its PrismOS case study shows a nine-node trace containing seven named agent or gate roles, including a Release Manager and binding Verdict gate; agents respond in parallel and must surface disagreement before a ruling. Other listed systems cover autonomous data engineering, document intelligence, offline-first inference, and AI product work.