Pith Number

pith:2OGCYWWG

pith:2026:2OGCYWWGGHTMDVRA3JTYB2C4LM

not attested not anchored not stored refs pending

Calibration Is Not Control: Why LLM-Agent Oversight Needs Intervention

Chubin Zhang, Ivor Tsang, Jingxuan Wu, Pengfei Zhou, Qi Wen, Wangbo Zhao, Xingrui Yu, Zhenglin Wan

arxiv:2606.21399 v1 · 2026-06-19 · 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{2OGCYWWGGHTMDVRA3JTYB2C4LM}

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	2026-06-23T01:13:09.014661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d38c2c5ac631e6c1d620da6780e85c5b3d035f919f9d8c228d20e0e2b2f0e320

Aliases

arxiv: 2606.21399 · arxiv_version: 2606.21399v1 · doi: 10.48550/arxiv.2606.21399 · pith_short_12: 2OGCYWWGGHTM · pith_short_16: 2OGCYWWGGHTMDVRA · pith_short_8: 2OGCYWWG

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/2OGCYWWGGHTMDVRA3JTYB2C4LM \
  | 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: d38c2c5ac631e6c1d620da6780e85c5b3d035f919f9d8c228d20e0e2b2f0e320

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31936146ef4ab7ca9cda3b02187c2746340251fe8d90766af5bbe3abc2804a77",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-19T13:08:17Z",
    "title_canon_sha256": "01d26f22797e9efd44157ceec7d4ed21bc6cbbb04af0c7789c01fa3f38887c8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.21399",
    "kind": "arxiv",
    "version": 1
  }
}