Pith Number

pith:QEI4DBQP

pith:2026:QEI4DBQPQEM4HHFQSEU3N6YZLQ

not attested not anchored not stored refs pending

Maestro: Workload-Aware Cross-Cluster Scheduling for LLM-Based Multi-Agent Systems

Chunming Hu, Jinghao Wang, Renyu Yang, Tianyu Wo, Xiaoyang Sun, Xiao Zhou, Xu Wang, Yihui Zhang, Yilong Li

arxiv:2606.12950 v1 · 2026-06-11 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QEI4DBQPQEM4HHFQSEU3N6YZLQ}

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	2026-06-12T01:09:35.313039Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8111c1860f8119c39cb09129b6fb195c3c3f41aa6b88118cb81816e09a696ada

Aliases

arxiv: 2606.12950 · arxiv_version: 2606.12950v1 · doi: 10.48550/arxiv.2606.12950 · pith_short_12: QEI4DBQPQEM4 · pith_short_16: QEI4DBQPQEM4HHFQ · pith_short_8: QEI4DBQP

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/QEI4DBQPQEM4HHFQSEU3N6YZLQ \
  | 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: 8111c1860f8119c39cb09129b6fb195c3c3f41aa6b88118cb81816e09a696ada

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd245ff91554d4062c1c7ef6a2483f9e8754558f71dfe1264a3aebe57edb71b3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2026-06-11T06:22:39Z",
    "title_canon_sha256": "0c746dc1790bcf089b62ae4d9f57340822dbb79d3857ac8554caee70e92a8b27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.12950",
    "kind": "arxiv",
    "version": 1
  }
}