Pith Number

pith:FKKG27IZ

pith:2025:FKKG27IZXYXSAGE6Y6BJK3LIE4

not attested not anchored not stored refs pending

Illuminating LLM Coding Agents: Visual Analytics for Deeper Understanding and Enhancement

Chin-Chia Michael Yeh, Junpeng Wang, Mahashweta Das, Menghai Pan, Yuzhong Chen

arxiv:2508.12555 v1 · 2025-08-18 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FKKG27IZXYXSAGE6Y6BJK3LIE4}

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

What Resolve Rate Hides: Trajectory Structure Diagnostics for Coding Agents

Receipt and verification

First computed	2026-07-05T11:55:22.943341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a946d7d19be2f20189ec782956d68272f763464eaeb96f923a2c7e9c8fe7c79

Aliases

arxiv: 2508.12555 · arxiv_version: 2508.12555v1 · doi: 10.48550/arxiv.2508.12555 · pith_short_12: FKKG27IZXYXS · pith_short_16: FKKG27IZXYXSAGE6 · pith_short_8: FKKG27IZ

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/FKKG27IZXYXSAGE6Y6BJK3LIE4 \
  | 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: 2a946d7d19be2f20189ec782956d68272f763464eaeb96f923a2c7e9c8fe7c79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a11b3f7b6c5df1a1c6ce4ac21c24cd89b8ffde0d70f79daab5f03ea3accf27f9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-18T01:17:11Z",
    "title_canon_sha256": "e972e2a0fb3685cdba04dda79f6dbacecb68d08263fb6e578f513e66ee0f4e00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.12555",
    "kind": "arxiv",
    "version": 1
  }
}