Pith Number

pith:O7MFJVP3

pith:2024:O7MFJVP3RIPN53FNCSQVYC3ZDA

not attested not anchored not stored refs pending

A Multi-AI Agent System for Autonomous Optimization of Agentic AI Solutions via Iterative Refinement and LLM-Driven Feedback Loops

Hassan Sawaf, Kamer Ali Yuksel

arxiv:2412.17149 v1 · 2024-12-22 · cs.CL · cs.AI · cs.ET · cs.MA · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O7MFJVP3RIPN53FNCSQVYC3ZDA}

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

A Survey on LLM-as-a-Judge

Security Considerations for Multi-agent Systems

Receipt and verification

First computed	2026-07-05T09:53:18.247363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77d854d5fb8a1edeecad14a15c0b791829b3dfc00d5e899cb2ced3978b77324f

Aliases

arxiv: 2412.17149 · arxiv_version: 2412.17149v1 · doi: 10.48550/arxiv.2412.17149 · pith_short_12: O7MFJVP3RIPN · pith_short_16: O7MFJVP3RIPN53FN · pith_short_8: O7MFJVP3

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/O7MFJVP3RIPN53FNCSQVYC3ZDA \
  | 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: 77d854d5fb8a1edeecad14a15c0b791829b3dfc00d5e899cb2ced3978b77324f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "417eb249b0003681acbf692ce12a7bf4cd9bcb5c14c0a6a6258deca91fa341cb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.ET",
      "cs.MA",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-22T20:08:04Z",
    "title_canon_sha256": "d3e1140a0a29f06da91f873e03007d43f6afc90cd85ced984fb5cae9e4e2fde5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17149",
    "kind": "arxiv",
    "version": 1
  }
}