Pith Number

pith:QRZ2A24V

pith:2025:QRZ2A24VMJ4LEW63JH2WAQMZRZ

not attested not anchored not stored refs pending

Non-programmers Assessing AI-Generated Code: A Case Study of Business Users Analyzing Data

Dongyu Liu, Yuvraj Virk

arxiv:2508.06484 v1 · 2025-08-08 · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QRZ2A24VMJ4LEW63JH2WAQMZRZ}

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.

Cited by

1 paper in Pith

From Prompting to Verification: How Experience Shapes Vibe Coding Practices

Receipt and verification

First computed	2026-07-05T11:50:57.166110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8473a06b956278b25bdb49f56041998e7bac353ad2ac13bea2c1c66b299cdfd6

Aliases

arxiv: 2508.06484 · arxiv_version: 2508.06484v1 · doi: 10.48550/arxiv.2508.06484 · pith_short_12: QRZ2A24VMJ4L · pith_short_16: QRZ2A24VMJ4LEW63 · pith_short_8: QRZ2A24V

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/QRZ2A24VMJ4LEW63JH2WAQMZRZ \
  | 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: 8473a06b956278b25bdb49f56041998e7bac353ad2ac13bea2c1c66b299cdfd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ec1c769566cf1e274808f3cbdc3b858cd821eeb5834553ae88e019eab208055",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2025-08-08T17:49:22Z",
    "title_canon_sha256": "c71b7a3ea879d349f841c6ccb031729acb890d7d0b7e07f72ef5d223c9db75e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.06484",
    "kind": "arxiv",
    "version": 1
  }
}