Pith Number

pith:4WWMJCEF

pith:2026:4WWMJCEFLK4ROL2UU7UCEPEWUR

not attested not anchored not stored refs pending

STAIR: Effective Incident Response Using an End-to-End Agentic Planning Framework

Bojia Yu, Ding Li, Hanlin Jiang, Jionghao Huang, Ning Jia, Peng Jiang, Shaofei Li, Yao Guo, Yuxin Ren

arxiv:2608.09524 v1 · 2026-08-10 · cs.CR · 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{4WWMJCEFLK4ROL2UU7UCEPEWUR}

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	2026-08-11T02:24:24.464485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5acc488855ab9172f54a7e8223c96a47dccd7ea7e08b0924eebe6d0cc55fbe8

Aliases

arxiv: 2608.09524 · arxiv_version: 2608.09524v1 · doi: 10.48550/arxiv.2608.09524 · pith_short_12: 4WWMJCEFLK4R · pith_short_16: 4WWMJCEFLK4ROL2U · pith_short_8: 4WWMJCEF

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/4WWMJCEFLK4ROL2UU7UCEPEWUR \
  | 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: e5acc488855ab9172f54a7e8223c96a47dccd7ea7e08b0924eebe6d0cc55fbe8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29ac387c514d3cde04f47087ac9a3a07cf39f977fc8f998a2f2caa909f2e6901",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-08-10T12:25:12Z",
    "title_canon_sha256": "c52fa7a224cdd39418cf28eb0af39c62a8bde7a1c598c67c61d8b51b8a5c442a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.09524",
    "kind": "arxiv",
    "version": 1
  }
}