Pith. sign in
Pith Number

pith:6V33ZG5F

pith:2025:6V33ZG5F2XJIJCP3BXZE7ZHHKM
not attested not anchored not stored refs pending

Intelligent Manufacturing Support: Specialized LLMs for Composite Material Processing and Equipment Operation

Dan Coughlin, Gunnika Kapoor, Komal Chawla, Kris Villez, Seokpum Kim, Soydan Ozcan, Tirthankar Ghosal, Tyden Rucker, Vincent Paquit

arxiv:2509.06734 v1 · 2025-09-08 · stat.AP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6V33ZG5F2XJIJCP3BXZE7ZHHKM}

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 2026-07-05T12:06:51.752174Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f577bc9ba5d5d28489fb0df24fe4e75302b4341aefaa9ba1e605e470f24d7b77

Aliases

arxiv: 2509.06734 · arxiv_version: 2509.06734v1 · doi: 10.48550/arxiv.2509.06734 · pith_short_12: 6V33ZG5F2XJI · pith_short_16: 6V33ZG5F2XJIJCP3 · pith_short_8: 6V33ZG5F
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6V33ZG5F2XJIJCP3BXZE7ZHHKM \
  | 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: f577bc9ba5d5d28489fb0df24fe4e75302b4341aefaa9ba1e605e470f24d7b77
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "af5683dab99bba554f0f9ae7550f27df0293c04cdecb60008cb740bcc5320ca7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.AP",
    "submitted_at": "2025-09-08T14:28:13Z",
    "title_canon_sha256": "394b5a33fcef2ea2577db5d7cfcf001c2bd7853d783558f40ffb68f3e042eaea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.06734",
    "kind": "arxiv",
    "version": 1
  }
}