Pith Number

pith:SKDQ3O5S

pith:2025:SKDQ3O5SHZ7VIYKUFS2GS2WAJP

not attested not anchored not stored refs pending

STAC: When Innocent Tools Form Dangerous Chains for LLM Agents

Chao Shang, Devang Kulshreshtha, Hang Su, Jianfeng He, Jing-Jing Li, Sandesh Swamy, Xun Xian, Yanjun Qi, Yi Zhang

arxiv:2509.25624 v3 · 2025-09-30 · cs.CR · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SKDQ3O5SHZ7VIYKUFS2GS2WAJP}

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

7 papers in Pith

Towards trustworthy agentic AI: a comprehensive survey of safety, robustness, privacy, and system security

Security of OpenClaw Agents: Fundamentals, Attacks, and Countermeasures

Relevance as a Vulnerability: How Web Retrieval Degrades Safety Alignment in LLM Agents

Provably Secure Agent Guardrail

Security Considerations for Multi-agent Systems

Receipt and verification

First computed	2026-07-21T01:20:37.539390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92870dbbb23e7f5461542cb4696ac04bf9318fb4357bec18f05b4b1ecaf9f31b

Aliases

arxiv: 2509.25624 · arxiv_version: 2509.25624v3 · doi: 10.48550/arxiv.2509.25624 · pith_short_12: SKDQ3O5SHZ7V · pith_short_16: SKDQ3O5SHZ7VIYKU · pith_short_8: SKDQ3O5S

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/SKDQ3O5SHZ7VIYKUFS2GS2WAJP \
  | 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: 92870dbbb23e7f5461542cb4696ac04bf9318fb4357bec18f05b4b1ecaf9f31b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "788a16a8a28eb9a951ebdc643975a1331b7b1ad0298ad5cfbc527358b25cd9d3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-09-30T00:31:44Z",
    "title_canon_sha256": "001ae28bcec3bcc52e0cba3a1c58a15b8c3f466a9da69c85581b42645f5165b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.25624",
    "kind": "arxiv",
    "version": 3
  }
}