Pith Number

pith:YRCMOX3T

pith:2024:YRCMOX3TEA5LENKX3SYYXFO4QU

not attested not anchored not stored refs pending

Beyond the Comfort Zone: Emerging Solutions to Overcome Challenges in Integrating LLMs into Software Products

Chris Parnin, Christian Bird, Christian K\"astner, Jenna Butler, Nadia Nahar, Thomas Zimmermann

arxiv:2410.12071 v2 · 2024-10-15 · cs.SE · 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{YRCMOX3TEA5LENKX3SYYXFO4QU}

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

2 papers in Pith

From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap

Understanding the Challenges and Opportunities of Generative AI Apps: An Empirical Study

Receipt and verification

First computed	2026-07-05T09:44:36.259778Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c444c75f73203ab23557dcb18b95dc850cf679e1826ab5ab51bb68a0ecbfe95b

Aliases

arxiv: 2410.12071 · arxiv_version: 2410.12071v2 · doi: 10.48550/arxiv.2410.12071 · pith_short_12: YRCMOX3TEA5L · pith_short_16: YRCMOX3TEA5LENKX · pith_short_8: YRCMOX3T

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/YRCMOX3TEA5LENKX3SYYXFO4QU \
  | 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: c444c75f73203ab23557dcb18b95dc850cf679e1826ab5ab51bb68a0ecbfe95b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d924f9a3950918267ff10b627865ede9a1375417a7daeefc113c8edf5e0412c3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-10-15T21:11:10Z",
    "title_canon_sha256": "773551e31fd1e90d31d81cbe564604f79f74c61ebe47c2b82f7ba4bf02920301"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12071",
    "kind": "arxiv",
    "version": 2
  }
}