Pith. sign in
Pith Number

pith:7JLXYREV

pith:2025:7JLXYREVCXJBLXAIOWOP2JOYWK
not attested not anchored not stored refs pending

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems

Tao An

arxiv:2512.10961 v2 · 2025-10-30 · cs.HC · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7JLXYREVCXJBLXAIOWOP2JOYWK}

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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 2026-05-26T01:03:19.738841Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fa577c449515d215dc08759cfd25d8b29692a147e23e09519e563663dd40418e

Aliases

arxiv: 2512.10961 · arxiv_version: 2512.10961v2 · doi: 10.48550/arxiv.2512.10961 · pith_short_12: 7JLXYREVCXJB · pith_short_16: 7JLXYREVCXJBLXAI · pith_short_8: 7JLXYREV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7JLXYREVCXJBLXAIOWOP2JOYWK \
  | 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: fa577c449515d215dc08759cfd25d8b29692a147e23e09519e563663dd40418e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9bc8d911e8b6f0272a3822433671ac3cda10733f06225a8479ea9866345c4127",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2025-10-30T11:55:34Z",
    "title_canon_sha256": "daf922097a7effdd51b8d1f27ec7d64f1bc0bac3800c8b108e7a3560eebdeaf9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.10961",
    "kind": "arxiv",
    "version": 2
  }
}