Pith Number

pith:BKNNWEYP

pith:2025:BKNNWEYPEIG57K2PETHCMF5BRC

not attested not anchored not stored refs pending

Interactive Debugging and Steering of Multi-Agent AI Systems

Adam Fourney, Erkang Zhu, Gagan Bansal, Jack Gerrits, Saleema Amershi, Victor Dibia, Will Epperson

arxiv:2503.02068 v1 · 2025-03-03 · cs.MA · cs.AI · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BKNNWEYPEIG57K2PETHCMF5BRC}

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.

Cited by

1 paper in Pith

Why Do Multi-Agent LLM Systems Fail?

Receipt and verification

First computed	2026-07-05T10:24:32.993363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a9adb130f220ddfab4f24ce2617a18880f6917ed479f6999e591dba6a46949c

Aliases

arxiv: 2503.02068 · arxiv_version: 2503.02068v1 · doi: 10.48550/arxiv.2503.02068 · pith_short_12: BKNNWEYPEIG5 · pith_short_16: BKNNWEYPEIG57K2P · pith_short_8: BKNNWEYP

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/BKNNWEYPEIG57K2PETHCMF5BRC \
  | 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: 0a9adb130f220ddfab4f24ce2617a18880f6917ed479f6999e591dba6a46949c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "595689d943cd5520f8b6516037480c340c3e70c2fb365c65624eaf425ee0bda0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-03-03T21:42:54Z",
    "title_canon_sha256": "ec9bbd1c19246e8e0e88622ad888ff84ed1d2a681bb114cf67e718a8119c648f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02068",
    "kind": "arxiv",
    "version": 1
  }
}