Pith Number

pith:OJVL47EB

pith:2026:OJVL47EBOI7J2H7NX2UD4NGR3S

not attested not anchored not stored refs pending

What Should Frontier AI Developers Disclose About Internal Deployments?

Jacob Charnock, Justin Miller, Raja Mehta Moreno, William L. Anderson

Frontier AI developers should disclose information about internal model deployments in four categories to enable external safety oversight.

arxiv:2604.23065 v2 · 2026-04-24 · cs.CY · cs.SE

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\usepackage{pith}
\pithnumber{OJVL47EBOI7J2H7NX2UD4NGR3S}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

We address this gap by identifying key information that companies should disclose about internally deployed models across four categories: capabilities, usage, safety mitigations, and governance.

C2weakest assumption

That the proposed disclosures can be implemented in practice while sufficiently mitigating risks such as revealing sensitive competitive information, and that such disclosures will meaningfully enable external oversight of internal deployments.

C3one line summary

A framework recommending that frontier AI developers disclose information on capabilities, usage, safety mitigations, and governance of internal model deployments.

Receipt and verification

First computed	2026-07-03T00:16:53.869146Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

726abe7c81723e9d1fedbea83e34d1dca0d995e2e41c4c4ec50446f1601ce371

Aliases

arxiv: 2604.23065 · arxiv_version: 2604.23065v2 · doi: 10.48550/arxiv.2604.23065 · pith_short_12: OJVL47EBOI7J · pith_short_16: OJVL47EBOI7J2H7N · pith_short_8: OJVL47EB

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/OJVL47EBOI7J2H7NX2UD4NGR3S \
  | 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: 726abe7c81723e9d1fedbea83e34d1dca0d995e2e41c4c4ec50446f1601ce371

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70cfb8745d131fa1ca9d123c7f4308021dc50d4662c29b1c049a8c4d50ea5397",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2026-04-24T23:28:38Z",
    "title_canon_sha256": "6553108a7ce814299d5c1de4e6c19e279b03176b6d1bcb9e92323691102a2b5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2604.23065",
    "kind": "arxiv",
    "version": 2
  }
}