Pith. sign in
Pith Number

pith:EPU4QWTS

pith:2026:EPU4QWTSG4OPKT2KTHTQHDDDKM
not attested not anchored not stored refs pending

FailForge: Distilling Procedural Competence from Persistent Failures into Code Agents

Aichen Cai, Canhui Wu, Dongyi Lv, Fushun E, Jiaqi Wang, Liang Huang, Nan Duan, Qiuyu Ding, Ya Zhang, Yuesong Zhang, Zhi Wang

arxiv:2608.08570 v1 · 2026-08-09 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{EPU4QWTSG4OPKT2KTHTQHDDDKM}

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 2026-08-11T01:23:00.870374Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

23e9c85a72371cf54f4a99e7038c63530e767d7734f98c5229a62bc5b6524835

Aliases

arxiv: 2608.08570 · arxiv_version: 2608.08570v1 · doi: 10.48550/arxiv.2608.08570 · pith_short_12: EPU4QWTSG4OP · pith_short_16: EPU4QWTSG4OPKT2K · pith_short_8: EPU4QWTS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EPU4QWTSG4OPKT2KTHTQHDDDKM \
  | 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: 23e9c85a72371cf54f4a99e7038c63530e767d7734f98c5229a62bc5b6524835
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "416cfe4bce8aa29ba6a1d16242c9abe45a599ba6c8d6796970da725872f14272",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-09T08:22:57Z",
    "title_canon_sha256": "e58c2d969bd168e6d1c82b7701724befc1654504035594decaced631cffaddd0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.08570",
    "kind": "arxiv",
    "version": 1
  }
}