Toward Zero-Egress Psychiatric AI: On-Device LLM Deployment for Privacy-Preserving Mental Health Decision Support

Toward Zero-Egress Psychiatric AI: On-Device LLM Deployment for Privacy-Preserving Mental Health Decision Support | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/toward-zero-egress-psychiatric-ai-on-device-llm-deployment-for-privacy-preserving-mental-health-decision-support

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-21
Score updated: 2026-04-21
Score fresh until: 2026-05-21
References: 0
Source count: 3
Coverage: 50%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID toward-zero-egress-psychiatric-ai-on-device-llm-deployment-for-privacy-preserving-mental-health-decision-support | Route /signal-canvas/toward-zero-egress-psychiatric-ai-on-device-llm-deployment-for-privacy-preserving-mental-health-decision-support

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/toward-zero-egress-psychiatric-ai-on-device-llm-deployment-for-privacy-preserving-mental-health-decision-support

MCP example

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  }
}

source_context

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  "topic_slug": null,
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}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Toward Zero-Egress Psychiatric AI: On-Device LLM Deployment for Privacy-Preserving Mental Health Decision Support

PDF: https://arxiv.org/pdf/2604.18302v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-21T04:15:55.758Z

Signal Canvas receipt window

Watch and verify: Toward Zero-Egress Psychiatric AI: On-Device LLM Deployment for Privacy-Preserving Mental Health Decision Support

/buildability/toward-zero-egress-psychiatric-ai-on-device-llm-deployment-for-privacy-preserving-mental-health-decision-support

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Subject: Toward Zero-Egress Psychiatric AI: On-Device LLM Deployment for Privacy-Preserving Mental Health Decision Support

Verdict

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Toward Zero-Egress Psychiatric AI: On-Device LLM Deployment for Privacy-Preserving Mental Health Decision Support

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