Pith Number

pith:KPO4RVDW

pith:2026:KPO4RVDWZ6KMYWWVTWW2ZFJ5A2

not attested not anchored not stored refs pending

Where Does Agent Reliability Come From? A Cross-Benchmark Decomposition of Verification Loops, Specialist Models, and Scaffolding in a Production Enterprise Agent

Arunabh Dastidar, the Leni Team

arxiv:2607.17044 v1 · 2026-07-19 · 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{KPO4RVDWZ6KMYWWVTWW2ZFJ5A2}

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	2026-07-21T01:21:12.053473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53ddc8d476cf94cc5ad59dadac953d06a50bb371bc4e7be89a22a7b2a24b0f74

Aliases

arxiv: 2607.17044 · arxiv_version: 2607.17044v1 · doi: 10.48550/arxiv.2607.17044 · pith_short_12: KPO4RVDWZ6KM · pith_short_16: KPO4RVDWZ6KMYWWV · pith_short_8: KPO4RVDW

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/KPO4RVDWZ6KMYWWVTWW2ZFJ5A2 \
  | 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: 53ddc8d476cf94cc5ad59dadac953d06a50bb371bc4e7be89a22a7b2a24b0f74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf0d023af2637e0f64399765521f3c4da04be06dd5ce5925b7ccd9e19510c679",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-07-19T03:20:33Z",
    "title_canon_sha256": "499280a4ec5d0818fca7e82224a883507e9c8e703bb67af3cc1b7ed4b0002387"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.17044",
    "kind": "arxiv",
    "version": 1
  }
}