Pith. sign in
Pith Number

pith:YRFLVZZQ

pith:2026:YRFLVZZQA6O24A5FCEUUH6BAZG
not attested not anchored not stored refs pending

Ready Cohorts: Bounding GPU Opportunity and Avoiding Host Round Trips in LLM-Agent Control

Josef Liyanjun Chen

arxiv:2608.12123 v1 · 2026-08-12 · cs.DC · cs.AI · cs.OS

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YRFLVZZQA6O24A5FCEUUH6BAZG}

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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 2026-08-13T01:30:08.465126Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c44abae730079dae03a5112943f820c99df175065ad5b9dcf8a81596ba323611

Aliases

arxiv: 2608.12123 · arxiv_version: 2608.12123v1 · doi: 10.48550/arxiv.2608.12123 · pith_short_12: YRFLVZZQA6O2 · pith_short_16: YRFLVZZQA6O24A5F · pith_short_8: YRFLVZZQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YRFLVZZQA6O24A5FCEUUH6BAZG \
  | 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: c44abae730079dae03a5112943f820c99df175065ad5b9dcf8a81596ba323611
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b845697076f8390be1e1dd3abaff334aafdd70d7bbacd97c789f7bccd1112f9d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.OS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2026-08-12T14:42:15Z",
    "title_canon_sha256": "bb90c26eacd9a26ac2cc0f424626871f7a298d4f3f2bcc08b999f3ddb2a0f9ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.12123",
    "kind": "arxiv",
    "version": 1
  }
}