Pith Number

pith:ER2ALC7H

pith:2025:ER2ALC7HNNJE77SXWPRTFWYALJ

not attested not anchored not stored refs pending

Rethinking Testing for LLM Applications: Characteristics, Challenges, and a Lightweight Interaction Protocol

Bo Du, Junjie Shi, Linxiao Jiang, Qiang Hu, Shi Ying, Tianlin Li, Wei Ma, Yang Liu, Yixiao Yang, Zhenchang Xing, Zhi Jin

arxiv:2508.20737 v1 · 2025-08-28 · 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{ER2ALC7HNNJE77SXWPRTFWYALJ}

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

2 papers in Pith

How to Interpret Agent Behavior

AAFLOW: Scalable Patterns for Agentic AI Workflows

Receipt and verification

First computed	2026-07-05T12:01:09.857650Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2474058be76b524ffe57b3e332db005a40ced763a0ff5c815fae89567efbe1b6

Aliases

arxiv: 2508.20737 · arxiv_version: 2508.20737v1 · doi: 10.48550/arxiv.2508.20737 · pith_short_12: ER2ALC7HNNJE · pith_short_16: ER2ALC7HNNJE77SX · pith_short_8: ER2ALC7H

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/ER2ALC7HNNJE77SXWPRTFWYALJ \
  | 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: 2474058be76b524ffe57b3e332db005a40ced763a0ff5c815fae89567efbe1b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0e6b7999b7010642b3057c370b3bd8a194c7a1c3abe6b00168b2ccf427cda81",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-08-28T13:00:28Z",
    "title_canon_sha256": "5615ff5501bc872b675d47beed0d3b8c3bfd82aa7b44ae855b0aeb4140bce6db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.20737",
    "kind": "arxiv",
    "version": 1
  }
}