Pith Number

pith:4D25KSCB

pith:2026:4D25KSCBW4HHSZKOAAVBWBHIOV

not attested not anchored not stored refs pending

LLM-Based Agentic Systems for Software Engineering: Challenges and Opportunities

Thomas Runkler, Yongjian Tang

arxiv:2601.09822 v2 · 2026-01-14 · 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{4D25KSCBW4HHSZKOAAVBWBHIOV}

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

5 papers in Pith

PromptMN: Pseudo Prompting Language

PerfCodeBench: Benchmarking LLMs for System-Level High-Performance Code Optimization

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

Code Broker: A Multi-Agent System for Automated Code Quality Assessment

Receipt and verification

First computed	2026-07-17T01:20:42.694878Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0f5d54841b70e79654e002a1b04e8755dc3401cd394c51c7db965b0e31d322c

Aliases

arxiv: 2601.09822 · arxiv_version: 2601.09822v2 · doi: 10.48550/arxiv.2601.09822 · pith_short_12: 4D25KSCBW4HH · pith_short_16: 4D25KSCBW4HHSZKO · pith_short_8: 4D25KSCB

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/4D25KSCBW4HHSZKOAAVBWBHIOV \
  | 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: e0f5d54841b70e79654e002a1b04e8755dc3401cd394c51c7db965b0e31d322c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98359554b9d101141b6a53b6953b82920e887becaf40343a0f3613fce6fe2758",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-01-14T19:28:30Z",
    "title_canon_sha256": "04f0a46dc1a2238924c1f2aeb2f0f633054aede7eb7a35ded31962c3da0b190c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.09822",
    "kind": "arxiv",
    "version": 2
  }
}