Pith. sign in
Pith Number

pith:XN2PZM3U

pith:2026:XN2PZM3UTWJQURRUWTT2KNBJV5
not attested not anchored not stored refs pending

What Capital After Labor? Forecasting the Talent ROI Transition in the Human-AI Era

In Seok Kang, Kwan Soo Shin

arxiv:2606.19846 v1 · 2026-06-18 · econ.GN · q-fin.EC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XN2PZM3UTWJQURRUWTT2KNBJV5}

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 2026-06-19T16:12:36.813573Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bb74fcb3749d930a4634b4e7a53429af459c3bae952aad1eec19b51108a00845

Aliases

arxiv: 2606.19846 · arxiv_version: 2606.19846v1 · doi: 10.48550/arxiv.2606.19846 · pith_short_12: XN2PZM3UTWJQ · pith_short_16: XN2PZM3UTWJQURRU · pith_short_8: XN2PZM3U
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XN2PZM3UTWJQURRUWTT2KNBJV5 \
  | 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: bb74fcb3749d930a4634b4e7a53429af459c3bae952aad1eec19b51108a00845
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d2116a2a3d4fb06910147bb76109f8d3b894aa3db19dc6c89e20853a67335e56",
    "cross_cats_sorted": [
      "q-fin.EC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "econ.GN",
    "submitted_at": "2026-06-18T06:50:11Z",
    "title_canon_sha256": "d8b4ffb82c522e994aeb8637653a032082d1fb7eccb592a9c1b44de45d058d12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.19846",
    "kind": "arxiv",
    "version": 1
  }
}