Pith Number

pith:H6JSD4RI

pith:2025:H6JSD4RIMIRL45DZVWUGNTDOC7

not attested not anchored not stored refs pending

Private GPTs for LLM-driven testing in software development and machine learning

Consuelo Rojas, Jakub Jagielski, Markus Abel

arxiv:2506.06509 v2 · 2025-06-06 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H6JSD4RIMIRL45DZVWUGNTDOC7}

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	2026-07-05T11:46:43.892064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f9321f2286222be7479ada866cc6e17e154f6587693378b0f28b232a4ca743e

Aliases

arxiv: 2506.06509 · arxiv_version: 2506.06509v2 · doi: 10.48550/arxiv.2506.06509 · pith_short_12: H6JSD4RIMIRL · pith_short_16: H6JSD4RIMIRL45DZ · pith_short_8: H6JSD4RI

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/H6JSD4RIMIRL45DZVWUGNTDOC7 \
  | 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: 3f9321f2286222be7479ada866cc6e17e154f6587693378b0f28b232a4ca743e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f77bd724350f5162bf66d7824f9ef2beb4c254f543136239ba17d45036a76c76",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-06T20:05:41Z",
    "title_canon_sha256": "e1d8f997f4121b31f582c0839b6800ebc6b7aa82b1f0d421208ae0afa6d5f870"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.06509",
    "kind": "arxiv",
    "version": 2
  }
}