Pith Number

pith:762XJZ36

pith:2025:762XJZ36FMB3TVYTOSOLOBR3X3

not attested not anchored not stored refs pending

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching

Akramul Azim, Seyed Moein Abtahi

arxiv:2509.09970 v1 · 2025-09-12 · 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{762XJZ36FMB3TVYTOSOLOBR3X3}

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	2026-07-05T12:09:52.964679Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ffb574e77e2b03b9d713749cb7063bbefd78c95dca3d3e5de461b36624255775

Aliases

arxiv: 2509.09970 · arxiv_version: 2509.09970v1 · doi: 10.48550/arxiv.2509.09970 · pith_short_12: 762XJZ36FMB3 · pith_short_16: 762XJZ36FMB3TVYT · pith_short_8: 762XJZ36

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/762XJZ36FMB3TVYTOSOLOBR3X3 \
  | 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: ffb574e77e2b03b9d713749cb7063bbefd78c95dca3d3e5de461b36624255775

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19b91f2b5f150a4453e4660254f26300d11427689f334fedc88f22478d8579d6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-09-12T05:15:35Z",
    "title_canon_sha256": "3db1a4f5cda76c2a71b6751ed6cc35b6a0c92ea2d7bc1ccbf96ad7b50b4b3dd7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.09970",
    "kind": "arxiv",
    "version": 1
  }
}