Pith Number

pith:NQC3IRGO

pith:2026:NQC3IRGOJB2WXKBTFC3BHLA4JN

not attested not anchored not stored refs pending

Memory Scarcity, Open Models, and the Restructuring of the AI Industry, 2026-2030 -- A quantitative scenario analysis of inference economics, training-cost divergence, and infrastructure solvency

Satoshi Matsuoka

arxiv:2607.07207 v1 · 2026-07-08 · econ.GN · cs.AI · cs.AR · cs.CE · cs.PF · q-fin.EC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NQC3IRGOJB2WXKBTFC3BHLA4JN}

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	2026-07-09T01:20:17.818992Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c05b444ce48756ba83328b613ac1c4b4c34d1cf994d07c65f8add8df7b8cd21

Aliases

arxiv: 2607.07207 · arxiv_version: 2607.07207v1 · doi: 10.48550/arxiv.2607.07207 · pith_short_12: NQC3IRGOJB2W · pith_short_16: NQC3IRGOJB2WXKBT · pith_short_8: NQC3IRGO

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/NQC3IRGOJB2WXKBTFC3BHLA4JN \
  | 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: 6c05b444ce48756ba83328b613ac1c4b4c34d1cf994d07c65f8add8df7b8cd21

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec6f6db81905e88de01d254b9d8c87255af3dbe885748989057920393cfa124b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.AR",
      "cs.CE",
      "cs.PF",
      "q-fin.EC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "econ.GN",
    "submitted_at": "2026-07-08T09:43:14Z",
    "title_canon_sha256": "2212080ade1b1ef0d4d61809bed52b762b20eb6bab58519f958519720232239c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.07207",
    "kind": "arxiv",
    "version": 1
  }
}