Pith Number

pith:YYWKGOZL

pith:2024:YYWKGOZLOSPFPJ3O4QODITWLTX

not attested not anchored not stored refs pending

Using a Feedback Loop for LLM-based Infrastructure as Code Generation

Mark Santolucito, Mayur Amarnath Palavalli

arxiv:2411.19043 v1 · 2024-11-28 · 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{YYWKGOZLOSPFPJ3O4QODITWLTX}

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

Does Fixing Break Security? An Empirical Study of Security Degradation in Iterative LLM-Driven Infrastructure-as-Code Repair

Receipt and verification

First computed	2026-07-05T09:41:56.496285Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c62ca33b2b749e57a76ee41c344ecb9dc19271ab80df282eba1fcdeb914f1e02

Aliases

arxiv: 2411.19043 · arxiv_version: 2411.19043v1 · doi: 10.48550/arxiv.2411.19043 · pith_short_12: YYWKGOZLOSPF · pith_short_16: YYWKGOZLOSPFPJ3O · pith_short_8: YYWKGOZL

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/YYWKGOZLOSPFPJ3O4QODITWLTX \
  | 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: c62ca33b2b749e57a76ee41c344ecb9dc19271ab80df282eba1fcdeb914f1e02

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b4203d1bc80779758283468d067b36ac98ef3b66051355956412398a53796c9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-28T10:40:55Z",
    "title_canon_sha256": "01ba14b00162c8dc5e135b9f055501c68712637fe211ff909b5f756e72a06cfd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19043",
    "kind": "arxiv",
    "version": 1
  }
}