Pith Number

pith:QAV2KKAK

pith:2026:QAV2KKAKE3TZFLDZ7H6FZOLN6H

not attested not anchored not stored refs pending

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing

Dirk Reichelt, Fouad Bahrpeyma

arxiv:2608.07148 v1 · 2026-08-07 · 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{QAV2KKAKE3TZFLDZ7H6FZOLN6H}

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	2026-08-10T01:13:32.224567Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

802ba5280a26e792ac79f9fc5cb96df1cd3ec4cdcaff3a59e6a06c542738fdfa

Aliases

arxiv: 2608.07148 · arxiv_version: 2608.07148v1 · doi: 10.48550/arxiv.2608.07148 · pith_short_12: QAV2KKAKE3TZ · pith_short_16: QAV2KKAKE3TZFLDZ · pith_short_8: QAV2KKAK

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/QAV2KKAKE3TZFLDZ7H6FZOLN6H \
  | 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: 802ba5280a26e792ac79f9fc5cb96df1cd3ec4cdcaff3a59e6a06c542738fdfa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0421fc4aef2c4f7c0969dba3a0501ae03773d9862d70edf2340c93e47fc7a50",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-07T12:10:08Z",
    "title_canon_sha256": "c4f9991be46179d59a5425a8a78c5141f013a992dbe4da316c399ad2749d6603"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.07148",
    "kind": "arxiv",
    "version": 1
  }
}