Pith Number

pith:3IN5KYYH

pith:2025:3IN5KYYHXB4FDK4OSYABGNNPRU

not attested not anchored not stored refs pending

Harnessing Multi-Agent LLMs for Complex Engineering Problem-Solving: A Framework for Senior Design Projects

Abdullah Mushtaq, Ibrahim Ghaznavi, Imran Hashmi, Junaid Qadir, Muhammad Imran Taj, Muhammad Rafay Naeem

arxiv:2501.01205 v1 · 2025-01-02 · cs.MA · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3IN5KYYHXB4FDK4OSYABGNNPRU}

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

SwarmHarness: Skill-Based Task Routing via Decentralized Incentive-Aligned AI Agent Networks

Multi-Agentic Approach for History Matching of Oil Reservoirs

Receipt and verification

First computed	2026-07-05T09:56:16.222007Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da1bd56307b87851ab8e96001335af8d13c8d32dc416713ce4f1e097711252a2

Aliases

arxiv: 2501.01205 · arxiv_version: 2501.01205v1 · doi: 10.48550/arxiv.2501.01205 · pith_short_12: 3IN5KYYHXB4F · pith_short_16: 3IN5KYYHXB4FDK4O · pith_short_8: 3IN5KYYH

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/3IN5KYYHXB4FDK4OSYABGNNPRU \
  | 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: da1bd56307b87851ab8e96001335af8d13c8d32dc416713ce4f1e097711252a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a74898e1ae6e118657df5a9745cfc8acfd3ab32a568270eba546d41ee18f87f8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-01-02T11:25:45Z",
    "title_canon_sha256": "efb4e736e56a36812ee0ac333e1095806792afb9e738373cf077435eef94bd3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01205",
    "kind": "arxiv",
    "version": 1
  }
}