Pith Number

pith:ISMGKY7C

pith:2025:ISMGKY7CHYO6AEZSDULCQL3AWO

not attested not anchored not stored refs pending

IaC Generation with LLMs: An Error Taxonomy and A Study on Configuration Knowledge Injection

Damian Andrew Tamburri, Indika Kumara, Roman Nekrasov, Stefano Fossati, Willem-Jan van den Heuvel

arxiv:2512.14792 v1 · 2025-12-16 · cs.AI · 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{ISMGKY7CHYO6AEZSDULCQL3AWO}

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	2026-06-05T01:15:18.483900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44986563e23e1de013321d16282f60b3ba46352ebbc7906177e19831e6caca34

Aliases

arxiv: 2512.14792 · arxiv_version: 2512.14792v1 · doi: 10.48550/arxiv.2512.14792 · pith_short_12: ISMGKY7CHYO6 · pith_short_16: ISMGKY7CHYO6AEZS · pith_short_8: ISMGKY7C

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/ISMGKY7CHYO6AEZSDULCQL3AWO \
  | 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: 44986563e23e1de013321d16282f60b3ba46352ebbc7906177e19831e6caca34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cfe80814d1abf14da77ff23cadc476166b8deb52df7e290a85796dee5e9c2c59",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-12-16T14:58:00Z",
    "title_canon_sha256": "88d7cca2c71201f79a82f254510e8919cdc6073669081074133b89b58dccca1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.14792",
    "kind": "arxiv",
    "version": 1
  }
}