Pith Number

pith:VMHZHMSW

pith:2025:VMHZHMSWN4DE4GEBZ4A26KWUUN

not attested not anchored not stored refs pending

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis

Changhua Pei, Dan Pei, Fengrui Liu, Gaogang Xie, Jianhui Li, Jianjun Chen, Rong Kang, Tieying Zhang, Xiao He, Yang Liu, Zexin Wang, Zeyan Li

arxiv:2502.08224 v1 · 2025-02-12 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VMHZHMSWN4DE4GEBZ4A26KWUUN}

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

Auditable Graph-Guided Root Cause Analysis for Kubernetes Incidents

Help Without Being Asked: A Deployed Proactive Agent System for On-Call Support with Continuous Self-Improvement

Receipt and verification

First computed	2026-07-05T10:13:19.586725Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab0f93b2566f064e1881cf01af2ad4a36bf85a5e9b8f57a05df6ded21c39fa54

Aliases

arxiv: 2502.08224 · arxiv_version: 2502.08224v1 · doi: 10.48550/arxiv.2502.08224 · pith_short_12: VMHZHMSWN4DE · pith_short_16: VMHZHMSWN4DE4GEB · pith_short_8: VMHZHMSW

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/VMHZHMSWN4DE4GEBZ4A26KWUUN \
  | 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: ab0f93b2566f064e1881cf01af2ad4a36bf85a5e9b8f57a05df6ded21c39fa54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f75a970051d65e1c2ad892cbba2989cc4a5cdc075f788a84ce907eabe1aaea64",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-12T09:07:25Z",
    "title_canon_sha256": "641c9f5ee73d84874c868170b402cf40d908dc42a26992edae21cc5e8b59e39e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08224",
    "kind": "arxiv",
    "version": 1
  }
}