Pith. sign in
Pith Number

pith:KSKTV5Q7

pith:2024:KSKTV5Q76WNFM4UG5RNPK5EQDT
not attested not anchored not stored refs pending

Incorporating Large Language Models into Production Systems for Enhanced Task Automation and Flexibility

Jize Zhang, Michael Weyrich, Nasser Jazdi, Yuchen Xia

arxiv:2407.08550 v1 · 2024-07-11 · cs.AI · cs.ET · cs.MA · cs.RO · cs.SY · eess.SY

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\usepackage{pith}
\pithnumber{KSKTV5Q76WNFM4UG5RNPK5EQDT}

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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 2026-07-05T08:42:49.831844Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

54953af61ff59a567286ec5af574901cef3565000b4f11402ec33cd53cb99235

Aliases

arxiv: 2407.08550 · arxiv_version: 2407.08550v1 · doi: 10.48550/arxiv.2407.08550 · pith_short_12: KSKTV5Q76WNF · pith_short_16: KSKTV5Q76WNFM4UG · pith_short_8: KSKTV5Q7
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KSKTV5Q76WNFM4UG5RNPK5EQDT \
  | 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: 54953af61ff59a567286ec5af574901cef3565000b4f11402ec33cd53cb99235
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8f6154e6604e3f0742df49728e8b298c374017ef264df0efccdca1324c924fab",
    "cross_cats_sorted": [
      "cs.ET",
      "cs.MA",
      "cs.RO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-11T14:34:43Z",
    "title_canon_sha256": "11f8bc4dda9aa8f0ef737c115f2ebf12b6c8c321412d84be37f1e426e08d7f09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08550",
    "kind": "arxiv",
    "version": 1
  }
}