Pith Number

pith:MOXABJYM

pith:2026:MOXABJYMHMMHUVRCY7SCP4ZHSF

not attested not anchored not stored refs pending

Helping Customers in Distress: An LLM-powered Agent that Converses, Probes, and Routes

Alankar Atreya, Cristovao Iglesias Jr, Devesh Batra, Giulio Pelosio, Greig A. Cowan, Michael McMillan, Patrick Sinclair, Raad Khraishi, Robert Hankache, Stefan Sylvius Wanger

arxiv:2605.16268 v1 · 2026-03-31 · cs.HC · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MOXABJYMHMMHUVRCY7SCP4ZHSF}

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	2026-05-20T00:02:14.277521Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63ae00a70c3b187a5622c7e427f3279171ccb0a76327d6d8ca6ab3dc5a17627e

Aliases

arxiv: 2605.16268 · arxiv_version: 2605.16268v1 · doi: 10.48550/arxiv.2605.16268 · pith_short_12: MOXABJYMHMMH · pith_short_16: MOXABJYMHMMHUVRC · pith_short_8: MOXABJYM

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/MOXABJYMHMMHUVRCY7SCP4ZHSF \
  | 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: 63ae00a70c3b187a5622c7e427f3279171ccb0a76327d6d8ca6ab3dc5a17627e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a90275fae74927130a63de4d93af02d640ff7809437df499fd0a2fc5643a270",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2026-03-31T15:07:20Z",
    "title_canon_sha256": "34d0a6b4125f6ec878c1cfb3b2e41908231097964883f4bf9269a45a9ce91b51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.16268",
    "kind": "arxiv",
    "version": 1
  }
}