Pith Number

pith:HFE4PDJZ

pith:2025:HFE4PDJZDPDCZZ75IGIOGTL3YO

not attested not anchored not stored refs pending

Enhancing Manufacturing Knowledge Access with LLMs and Context-aware Prompting

Irlan Grangel-Gonz\'alez, Lavdim Halilaj, Marc Rickart, Oliver Rudolph, Rui Dias, Sebastian Monka, Stefan Schmid

arxiv:2507.22619 v1 · 2025-07-30 · 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{HFE4PDJZDPDCZZ75IGIOGTL3YO}

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	2026-07-05T11:45:45.697985Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3949c78d391bc62ce7fd4190e34d7bc3b8f4fb87e1df32587421255b5bf6c462

Aliases

arxiv: 2507.22619 · arxiv_version: 2507.22619v1 · doi: 10.48550/arxiv.2507.22619 · pith_short_12: HFE4PDJZDPDC · pith_short_16: HFE4PDJZDPDCZZ75 · pith_short_8: HFE4PDJZ

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/HFE4PDJZDPDCZZ75IGIOGTL3YO \
  | 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: 3949c78d391bc62ce7fd4190e34d7bc3b8f4fb87e1df32587421255b5bf6c462

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23b9e9e7b8d1714ec6fc9f2afd1783aa8fc4c7f3a763b0e60308b553ca19789d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-30T12:39:01Z",
    "title_canon_sha256": "4e3b066de43da8d7420dd5374945816f4f0da75aaed77bc5ee275a4dd6995594"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22619",
    "kind": "arxiv",
    "version": 1
  }
}