Pith Number

pith:KFD2BYQH

pith:2025:KFD2BYQHOO2NQPUHMW725GPIYL

not attested not anchored not stored refs pending

LADs: Leveraging LLMs for AI-Driven DevOps

Ahmad Faraz Khan, Ali Anwar, Ali R. Butt, Anas Mohamed, Azal Ahmad Khan, Haider Ali, Mattia Fazzini, Sabaat Haroon, Suchithra Moolinti, Usman Tahir

arxiv:2502.20825 v1 · 2025-02-28 · cs.LG · cs.AI · cs.DC · 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{KFD2BYQHOO2NQPUHMW725GPIYL}

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

Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda

Receipt and verification

First computed	2026-07-05T10:21:40.442786Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5147a0e20773b4d83e8765bfae99e8c2df36cc885308a5a90a216d244402cd7e

Aliases

arxiv: 2502.20825 · arxiv_version: 2502.20825v1 · doi: 10.48550/arxiv.2502.20825 · pith_short_12: KFD2BYQHOO2N · pith_short_16: KFD2BYQHOO2NQPUH · pith_short_8: KFD2BYQH

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/KFD2BYQHOO2NQPUHMW725GPIYL \
  | 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: 5147a0e20773b4d83e8765bfae99e8c2df36cc885308a5a90a216d244402cd7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7494b9569dd9880077fd7f01b16b5a69d8a0c6f958f76609a8996fdd2f65a2b7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-28T08:12:08Z",
    "title_canon_sha256": "ecebb37f21d9fbcd04c496c68fee0761e3a92c529b52e24c37ccf81f3c8f664a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.20825",
    "kind": "arxiv",
    "version": 1
  }
}