Pith Number

pith:RM3CKGKH

pith:2026:RM3CKGKHBVEIUIDUPN6YE7V2LN

not attested not anchored not stored refs pending

Coding Agents Are Guessing: Measuring Action-Boundary Violations in Underspecified DevOps Instructions

Congying Xu, Shing-Chi Cheung, Shuai Wang, Yudong Gao, Zekai Zhang, Zimo Ji, Zongjie Li

arxiv:2607.02294 v1 · 2026-07-02 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RM3CKGKHBVEIUIDUPN6YE7V2LN}

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	2026-07-03T01:17:47.766343Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b362519470d488a20747b7d827eba5b4e669993c42ee9af482450fefde3dc01

Aliases

arxiv: 2607.02294 · arxiv_version: 2607.02294v1 · doi: 10.48550/arxiv.2607.02294 · pith_short_12: RM3CKGKHBVEI · pith_short_16: RM3CKGKHBVEIUIDU · pith_short_8: RM3CKGKH

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/RM3CKGKHBVEIUIDUPN6YE7V2LN \
  | 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: 8b362519470d488a20747b7d827eba5b4e669993c42ee9af482450fefde3dc01

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3852338a62d516536245bc9a3b88c79f46a10b14bb50b889627aeaabbbfd4c36",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-07-02T15:11:39Z",
    "title_canon_sha256": "52203ee79402c088ad4a26ee1e80e37a0227261d213fe67f9a91bfb86cf354a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.02294",
    "kind": "arxiv",
    "version": 1
  }
}