Pith Number

pith:7F36AYDP

pith:2025:7F36AYDPEZNVYHPQBR36D7B7RF

not attested not anchored not stored refs pending

MindFlow+: A Self-Evolving Agent for E-Commerce Customer Service

Ming Gong, Vijayan K. Asari, Xucheng Huang, Ziheng Xu

arxiv:2507.18884 v1 · 2025-07-25 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7F36AYDPEZNVYHPQBR36D7B7RF}

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	2026-07-05T11:43:15.421387Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f977e0606f265b5c1df00c77e1fc3f894d3cc94cd7d029d4b4331295009e6b54

Aliases

arxiv: 2507.18884 · arxiv_version: 2507.18884v1 · doi: 10.48550/arxiv.2507.18884 · pith_short_12: 7F36AYDPEZNV · pith_short_16: 7F36AYDPEZNVYHPQ · pith_short_8: 7F36AYDP

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/7F36AYDPEZNVYHPQBR36D7B7RF \
  | 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: f977e0606f265b5c1df00c77e1fc3f894d3cc94cd7d029d4b4331295009e6b54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56d6102d58b70dd550fa5bc8f762940c5892a549a607b5c30ada40b5867cfa3c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-25T02:01:55Z",
    "title_canon_sha256": "748d98853be3e3cbd348d50232f2f1a0eafa12a4945302cc64f769e281e1f334"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.18884",
    "kind": "arxiv",
    "version": 1
  }
}