Pith Number

pith:MWTNJC3P

pith:2025:MWTNJC3PAWBZEEB6CNUZ7R3ON4

not attested not anchored not stored refs pending

When the Code Autopilot Breaks: Why LLMs Falter in Embedded Machine Learning

Guanghan Wu, Roberto Morabito

arxiv:2509.10946 v1 · 2025-09-13 · cs.SE · 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{MWTNJC3PAWBZEEB6CNUZ7R3ON4}

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	2026-07-05T12:11:30.850488Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65a6d48b6f058392103e13699fc76e6f1be662779fc33e67f6a828bc4cbef84c

Aliases

arxiv: 2509.10946 · arxiv_version: 2509.10946v1 · doi: 10.48550/arxiv.2509.10946 · pith_short_12: MWTNJC3PAWBZ · pith_short_16: MWTNJC3PAWBZEEB6 · pith_short_8: MWTNJC3P

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/MWTNJC3PAWBZEEB6CNUZ7R3ON4 \
  | 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: 65a6d48b6f058392103e13699fc76e6f1be662779fc33e67f6a828bc4cbef84c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9659638821f3168df0ac64b217fa2db50e83139e602defe5c8c37bed22efca9a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-09-13T19:00:04Z",
    "title_canon_sha256": "b31b613b61a60a22c2bb8264bc1b6c9c7b0de6823a79b17c43869cc6f58a4c36"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.10946",
    "kind": "arxiv",
    "version": 1
  }
}