Pith Number

pith:EK3V5POC

pith:2026:EK3V5POC6QU4XR3JXTSAE2KKR2

not attested not anchored not stored refs pending

Building Customer Support AI Agents at 100M-User Scale: An Evaluation-Driven Framework

Aman Gupta, Carolina Baptista de Lima, Daniel Silva, Edesio Alcoba\c{c}a, Herbert Fei, Jose Chrystian Lima Pacheco, Kevin Rossell, Luis Moneda, Luiz Paulo Rabachini, Rohan Ramanath, Shao Tang

arxiv:2606.08867 v1 · 2026-06-07 · 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{EK3V5POC6QU4XR3JXTSAE2KKR2}

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	2026-06-09T02:07:43.854743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22b75ebdc2f429cbc769bce402694a8ebc2cbb8edc2b77927a5e35ba113271b8

Aliases

arxiv: 2606.08867 · arxiv_version: 2606.08867v1 · doi: 10.48550/arxiv.2606.08867 · pith_short_12: EK3V5POC6QU4 · pith_short_16: EK3V5POC6QU4XR3J · pith_short_8: EK3V5POC

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/EK3V5POC6QU4XR3JXTSAE2KKR2 \
  | 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: 22b75ebdc2f429cbc769bce402694a8ebc2cbb8edc2b77927a5e35ba113271b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0f47b80655ea67b711133e27960e19273c13ba5198d7f1755934afa1f0b1517",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-07T22:44:00Z",
    "title_canon_sha256": "06b461d196f1ccce2c74643ffce9b5583ce06c4c29b2f19b229175132133a23e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.08867",
    "kind": "arxiv",
    "version": 1
  }
}