Pith Number

pith:TCIJZZ56

pith:2024:TCIJZZ56F65DIDZ35CQUJFWVXP

not attested not anchored not stored refs pending

Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications

Michelle Yuan, Monica Sunkara, Nilaksh Das, Raphael Shu, Yi Zhang

arxiv:2412.05449 v1 · 2024-12-06 · cs.CL · 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{TCIJZZ56F65DIDZ35CQUJFWVXP}

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

3 papers in Pith

Security, Privacy, and Ethical Risks in OpenClaw

LLM-Based Multi-Agent Systems for Code Generation: A Multi-Vocal Literature Review

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

Receipt and verification

First computed	2026-07-05T09:46:03.312946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98909ce7be2fba340f3be8a14496d5bbc7211b2b67544a717aa7445be0672373

Aliases

arxiv: 2412.05449 · arxiv_version: 2412.05449v1 · doi: 10.48550/arxiv.2412.05449 · pith_short_12: TCIJZZ56F65D · pith_short_16: TCIJZZ56F65DIDZ3 · pith_short_8: TCIJZZ56

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/TCIJZZ56F65DIDZ35CQUJFWVXP \
  | 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: 98909ce7be2fba340f3be8a14496d5bbc7211b2b67544a717aa7445be0672373

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b5dcdc4d5e3762e5d59d764572767d96ba0b155787a7180baf08c74685ea0fc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-06T22:14:17Z",
    "title_canon_sha256": "61e1ee68ffb0bda05165d8c5683864bfc02480421ee3fdf5e6cc90006df95f76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05449",
    "kind": "arxiv",
    "version": 1
  }
}