Pith Number

pith:QGKNIPRB

pith:2025:QGKNIPRBZW6BSHOMETS2VIKQ6Z

not attested not anchored not stored refs pending

A Survey on AgentOps: Categorization, Challenges, and Future Directions

Changhua Pei, Dan Pei, Fei Sun, Gaogang Xie, Haotian Si, Jianhui Li, Jingjing Li, Quan Zhou, Yuanhao Liu, Zexin Wang

arxiv:2508.02121 v1 · 2025-08-04 · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QGKNIPRBZW6BSHOMETS2VIKQ6Z}

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

How to Steer Your Multi-Agent System: Human-LLM Collaborative Planning

E2E-REME: Towards End-to-End Microservices Auto-Remediation via Experience-Simulation Reinforcement Fine-Tuning

Receipt and verification

First computed	2026-07-05T11:48:08.548217Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8194d43e21cdbc191dcc24e5aaa150f66819415a806d0e7f41a970251ce02c36

Aliases

arxiv: 2508.02121 · arxiv_version: 2508.02121v1 · doi: 10.48550/arxiv.2508.02121 · pith_short_12: QGKNIPRBZW6B · pith_short_16: QGKNIPRBZW6BSHOM · pith_short_8: QGKNIPRB

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/QGKNIPRBZW6BSHOMETS2VIKQ6Z \
  | 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: 8194d43e21cdbc191dcc24e5aaa150f66819415a806d0e7f41a970251ce02c36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fa362ff4ea86880a3c0a1f48bec34dea7c461f4387c8c1ffbeb9c9a45a61f47",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-04T06:59:36Z",
    "title_canon_sha256": "7789a2c4af92727abe8d212c780b21595f3018afe3085d7d7233a0db616f86f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.02121",
    "kind": "arxiv",
    "version": 1
  }
}