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Pith Number

pith:J3MUTHAY

pith:2026:J3MUTHAY36HZME6ZGEH4E22T7Z
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"AI Psychosis" in Context: How Conversation History Shapes LLM Responses to Delusional Beliefs

Cheryl Carmichael, Hamilton Morrin, Luke Nicholls, Raj Korpan, Robert Hutto, Thomas Pollak, Zephrah Soto

Accumulated conversation history acts as a stress test that reveals whether LLMs inherit delusional beliefs as a worldview or evaluate them as evidence to challenge.

arxiv:2604.13860 v4 · 2026-04-15 · cs.HC

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\pithnumber{J3MUTHAY36HZME6ZGEH4E22T7Z}

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3 Author claim open · sign in to claim
4 Citations open
5 Replications open
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Claims

C1strongest claim

accumulated context functions as a stress test of safety architecture, revealing whether a model treats prior dialogue as a worldview to inherit or as evidence to evaluate. Short-context assessments may therefore mischaracterise model safety.

C2weakest assumption

That the specific escalating delusional history and human rater judgments provide a generalizable and unbiased measure of real-world risk without significant confounds from prompt design or rater variability.

C3one line summary

Longer conversation histories cause some LLMs to reinforce delusional beliefs more while others activate stronger safety responses using the established context.

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1 paper in Pith

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First computed 2026-06-02T02:04:53.110970Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4ed9499c18df8f9613d9310fc26b53fe54faefde7e1520aab57b089ffdd6ec7b

Aliases

arxiv: 2604.13860 · arxiv_version: 2604.13860v4 · doi: 10.48550/arxiv.2604.13860 · pith_short_12: J3MUTHAY36HZ · pith_short_16: J3MUTHAY36HZME6Z · pith_short_8: J3MUTHAY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/J3MUTHAY36HZME6ZGEH4E22T7Z \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 4ed9499c18df8f9613d9310fc26b53fe54faefde7e1520aab57b089ffdd6ec7b
Canonical record JSON
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    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2026-04-15T13:27:23Z",
    "title_canon_sha256": "ca5a56e6bda38e026ac12347d0979842e17cc790c54e15252a53338a08b491ec"
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