Pith Number

pith:MWGH75XI

pith:2025:MWGH75XIP5Q57VL4TECTPUVTZX

not attested not anchored not stored refs pending

From Promise to Peril: Rethinking Cybersecurity Red and Blue Teaming in the Age of LLMs

Alsharif Abuadbba, Burak Hasircioglu, Chris Hicks, Diksha Goel, Kristen Moore, Piers Jennings, Vasilios Mavroudis

arxiv:2506.13434 v1 · 2025-06-16 · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MWGH75XIP5Q57VL4TECTPUVTZX}

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

3 papers in Pith

Dynamic Cyber Ranges

Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit

Autonomous Adversary: Red-Teaming in the age of LLM

Receipt and verification

First computed	2026-07-05T11:22:19.950467Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

658c7ff6e87f61dfd57c990537d2b3cdca1f13a255abd832abcebaf0fa434409

Aliases

arxiv: 2506.13434 · arxiv_version: 2506.13434v1 · doi: 10.48550/arxiv.2506.13434 · pith_short_12: MWGH75XIP5Q5 · pith_short_16: MWGH75XIP5Q57VL4 · pith_short_8: MWGH75XI

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/MWGH75XIP5Q57VL4TECTPUVTZX \
  | 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: 658c7ff6e87f61dfd57c990537d2b3cdca1f13a255abd832abcebaf0fa434409

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db1c2690da3ed813343e40fd4874d6a87db629fb4fbc96447564ed784597a7f0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-06-16T12:52:19Z",
    "title_canon_sha256": "b57afe52dac3c30e24310d8a29a611d9d639a6b882721b6353b906cc98717553"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13434",
    "kind": "arxiv",
    "version": 1
  }
}