Pith Number

pith:H3HEBSQW

pith:2026:H3HEBSQWDCB5Z6ZH2EFJ7WT2OJ

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Fusion-fission forecasts when AI will shift to undesirable behavior

Frank Yingjie Huo, Neil F. Johnson

A vector generalization of fusion-fission group dynamics forecasts when AI behavior shifts from desirable to undesirable.

arxiv:2605.14218 v1 · 2026-05-14 · cs.AI · physics.soc-ph

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Claims

C1strongest claim

a vector generalization of fusion-fission group dynamics observed in living and active-matter systems drives -- and can forecast -- future shifts in the AI's behavior. The shift condition... results from group-level competition between the conversation-so-far (C) and the desirable (B) and undesirable (D) basin dynamics which can be estimated in advance for a given application.

C2weakest assumption

That the desirable (B) and undesirable (D) basin dynamics can be estimated in advance for any given application and that the vector generalization of fusion-fission dynamics actually governs AI conversation trajectories rather than merely correlating with them after the fact.

C3one line summary

A vector generalization of fusion-fission group dynamics from physics forecasts when AI behavior shifts to undesirable states, validated at 90 percent across seven models and prior to real-world data.

References

57 extracted · 57 resolved · 8 Pith anchors

[1] CCDH report, 6 August 2025.https://counterhate.com/re search/fake-friend-chatgpt/ 2025

[2] URL http://arxiv.org/abs/2603.16567 2026

[3] CCDH report, 11 March 2026.https://counterhate.com/research /killer-apps/ 2026

[4] O’Donnell, The new war room.MIT Technology Review(21 April 2026).https://www.tech nologyreview.com/2026/04/21/1135667/new-war-room-military-ai-artificial-intel ligence/ 2026

[5] Elhage et al., A mathematical framework for transformer circuits.Transformer Circuits Thread(2021).https://transformer-circuits.pub/2021/framework/index.html 2021

Formal links

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Receipt and verification

First computed	2026-05-17T23:39:10.854636Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ece40ca161883dcfb27d10a9fda7a727b1104751c47a6a40428dfb5e94c2b41

Aliases

arxiv: 2605.14218 · arxiv_version: 2605.14218v1 · doi: 10.48550/arxiv.2605.14218 · pith_short_12: H3HEBSQWDCB5 · pith_short_16: H3HEBSQWDCB5Z6ZH · pith_short_8: H3HEBSQW

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/H3HEBSQWDCB5Z6ZH2EFJ7WT2OJ \
  | 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: 3ece40ca161883dcfb27d10a9fda7a727b1104751c47a6a40428dfb5e94c2b41

Canonical record JSON

{
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    "abstract_canon_sha256": "a8d7e31dd133152178e38700d8bc5f4b24af0b94b8bcf572873002bfa3f143e4",
    "cross_cats_sorted": [
      "physics.soc-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-14T00:26:32Z",
    "title_canon_sha256": "b2804448c4365bcea2d08ddc8390dfe3ea8e0e23c6065f7af6d673e9e433a265"
  },
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  "source": {
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    "kind": "arxiv",
    "version": 1
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}