Pith Number

pith:4MS72DGJ

pith:2025:4MS72DGJOK663PYWRO2GBYSGIV

not attested not anchored not stored refs pending

LLMs and Agentic AI in Insurance Decision-Making: Opportunities and Challenges For Africa

Graham Hill, James Gachomo Wanjiku, JingYuan Gong, Moseli Mots'oehli, Thulani Babeli

arxiv:2508.15110 v1 · 2025-08-20 · cs.CE · cs.CL · cs.ET · stat.AP

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4MS72DGJOK663PYWRO2GBYSGIV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T11:57:06.635196Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e325fd0cc972bdedbf168bb460e246456b5b8331789bc7c9e1a2a4390a52e946

Aliases

arxiv: 2508.15110 · arxiv_version: 2508.15110v1 · doi: 10.48550/arxiv.2508.15110 · pith_short_12: 4MS72DGJOK66 · pith_short_16: 4MS72DGJOK663PYW · pith_short_8: 4MS72DGJ

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/4MS72DGJOK663PYWRO2GBYSGIV \
  | 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: e325fd0cc972bdedbf168bb460e246456b5b8331789bc7c9e1a2a4390a52e946

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15a13936e8f5fb4bf06b705b394721441e650202a2de4982859eba5bf65c824b",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.ET",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2025-08-20T22:57:00Z",
    "title_canon_sha256": "024200f1ddc54f79a2d72d0f906e054cadafe49215d104bb41daa60e3fd7326d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.15110",
    "kind": "arxiv",
    "version": 1
  }
}