Pith Number

pith:QNX7NSXE

pith:2026:QNX7NSXEBQV4YV6UJFXQSDOND5

not attested not anchored not stored refs pending

MonoScale: Scaling Multi-Agent System with Monotonic Improvement

Bingwei Lu, Shuai Shao, Weinan Zhang, Yixiang Liu

arxiv:2601.23219 v2 · 2026-01-30 · cs.MA · 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{QNX7NSXEBQV4YV6UJFXQSDOND5}

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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.

Cited by

1 paper in Pith

Retrieval-Conditioned Topology Selection with Provable Budget Conservation for Multi-Agent Code Generation

Receipt and verification

First computed	2026-05-22T01:03:17.468440Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

836ff6cae40c2bcc57d4496f090dcd1f4ab9bfda677841b61aae0a3a41e50baf

Aliases

arxiv: 2601.23219 · arxiv_version: 2601.23219v2 · doi: 10.48550/arxiv.2601.23219 · pith_short_12: QNX7NSXEBQV4 · pith_short_16: QNX7NSXEBQV4YV6U · pith_short_8: QNX7NSXE

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/QNX7NSXEBQV4YV6UJFXQSDOND5 \
  | 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: 836ff6cae40c2bcc57d4496f090dcd1f4ab9bfda677841b61aae0a3a41e50baf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "574455052353d51f3130a74cb755c7306e0dc97866243c6001e3baf7aece1791",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-01-30T17:44:49Z",
    "title_canon_sha256": "c02eb6dee2f49ac9ba216edd77aa0bfa9a55b76ec324c1ab2d88cc73539067d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.23219",
    "kind": "arxiv",
    "version": 2
  }
}