Pith Number

pith:VOP7KGEP

pith:2026:VOP7KGEP5YSBOUHXBXBLGRDT7T

not attested not anchored not stored refs pending

CAM: A Causality-based Analysis Framework for Multi-Agent Code Generation Systems

Liwen Wang, Shing-Chi Cheung, Shuai Wang, Songqiang Chen, Yuheng Huang, Zhenlan Ji, Zongyi Lyu

arxiv:2602.02138 v3 · 2026-02-02 · cs.SE · 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{VOP7KGEP5YSBOUHXBXBLGRDT7T}

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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	2026-07-21T02:21:29.908946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab9ff5188fee241750f70dc2b34473fcdfb62e1c5083481ab386c74067325cf6

Aliases

arxiv: 2602.02138 · arxiv_version: 2602.02138v3 · doi: 10.48550/arxiv.2602.02138 · pith_short_12: VOP7KGEP5YSB · pith_short_16: VOP7KGEP5YSBOUHX · pith_short_8: VOP7KGEP

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/VOP7KGEP5YSBOUHXBXBLGRDT7T \
  | 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: ab9ff5188fee241750f70dc2b34473fcdfb62e1c5083481ab386c74067325cf6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "597f2287a59bd4496216e675b7d55bace2b05ff41e44970d597ef38ec39928d0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-02-02T14:19:08Z",
    "title_canon_sha256": "fc3ad7c24e8f575fccddad3ff2ecedd4bcc13f2d7b682dc616c62daec963d71d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.02138",
    "kind": "arxiv",
    "version": 3
  }
}