Pith Number

pith:4GIZXSVX

pith:2025:4GIZXSVXJN675BTMYGK7REFTRK

not attested not anchored not stored refs pending

Fine-Tuning and Prompt Engineering of LLMs, for the Creation of Multi-Agent AI for Addressing Sustainable Protein Production Challenges

Alexander D. Kalian, Christer Hogstrand, Jaewook Lee, Lennart Otte, Miao Guo, Stefan P. Johannesson

arxiv:2506.20598 v1 · 2025-06-25 · cs.AI · cs.SY · eess.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4GIZXSVXJN675BTMYGK7REFTRK}

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

2 papers in Pith

Tools as Continuous Flow for Evolving Agentic Reasoning

Foundation-Model-Based Agents in Industrial Automation: Purposes, Capabilities, and Open Challenges

Receipt and verification

First computed	2026-07-05T11:27:08.682912Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1919bcab74b7dfe866cc195f890b38a9254c34983d4e9ef58af529195bba34b

Aliases

arxiv: 2506.20598 · arxiv_version: 2506.20598v1 · doi: 10.48550/arxiv.2506.20598 · pith_short_12: 4GIZXSVXJN67 · pith_short_16: 4GIZXSVXJN675BTM · pith_short_8: 4GIZXSVX

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/4GIZXSVXJN675BTMYGK7REFTRK \
  | 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: e1919bcab74b7dfe866cc195f890b38a9254c34983d4e9ef58af529195bba34b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1dc948c004b3eefcc057010e661550899ecd56930fddb9941fb355a38755af29",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-25T16:37:46Z",
    "title_canon_sha256": "515283df41466ab23de34608d6250830f1d63e2d2424f05db2731d6339032032"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.20598",
    "kind": "arxiv",
    "version": 1
  }
}