Pith Number

pith:XISSDKXZ

pith:2026:XISSDKXZRT6UHOLW4L2QUD7CXH

not attested not anchored not stored refs pending

Can LLMs Really Recover Microservice Failures? A Recovery-Aware Evaluation of Diagnosis-to-Action Reasoning

Carol Fung, Depei Qian, Hailong Yang, Hongyu Zhang, Jiaxing Qi, Shaohan Huang, Yongxin Tong, Zhongzhi Luan

arxiv:2607.04623 v1 · 2026-07-06 · cs.SE · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XISSDKXZRT6UHOLW4L2QUD7CXH}

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.

Receipt and verification

First computed	2026-07-07T02:19:27.999167Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba2521aaf98cfd43b976e2f50a0fe2b9f464b26419ad97ae5e7547f6d999398e

Aliases

arxiv: 2607.04623 · arxiv_version: 2607.04623v1 · doi: 10.48550/arxiv.2607.04623 · pith_short_12: XISSDKXZRT6U · pith_short_16: XISSDKXZRT6UHOLW · pith_short_8: XISSDKXZ

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/XISSDKXZRT6UHOLW4L2QUD7CXH \
  | 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: ba2521aaf98cfd43b976e2f50a0fe2b9f464b26419ad97ae5e7547f6d999398e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb1694c286967ef01ea89f39ae2a3862f975feb7281d3de7eefe20bb0153d9e9",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-07-06T03:05:17Z",
    "title_canon_sha256": "c4461288dbcc6b150aa24277c5194a6371c82c059198886079c68663e0bb98f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.04623",
    "kind": "arxiv",
    "version": 1
  }
}