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A deterministic safety pipeline for therapeutic AI in elderly assisted living

2026-02-18

Abstract excerpt

Over 54 million Americans are aged 65+, with depression affecting 25–49% and anxiety exceeding 30% of assisted living residents. AI systems employing agentic orchestration exhibit 0.5–2% failure rates—unacceptable where a single missed crisis can be fatal. We designed and bench-evaluated Lilo Engine, a 5-layer deterministic therapeutic pipeline replacing a prior multi-agent orchestrator. Safety is enforced through...

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Literature Corpus work
60de3ac1-f00a-540d-8090-05b08874070c
DOI
10.64898/2026.02.17.26346507
Open publication

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A deterministic safety pipeline for therapeutic AI in elderly assisted livingDOI 10.64898/2026.02.17.26346507
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