Pith Number

pith:SM5UYE66

pith:2025:SM5UYE6633MDU2P4TYMFVHIYVU

not attested not anchored not stored refs pending

Context Engineering for Multi-Agent LLM Code Assistants Using Elicit, NotebookLM, ChatGPT, and Claude Code

Muhammad Haseeb

arxiv:2508.08322 v1 · 2025-08-09 · 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{SM5UYE6633MDU2P4TYMFVHIYVU}

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

CollabSim: A CSCW-Grounded Methodology for Investigating Collaborative Competence of LLM Agents through Controlled Multi-Agent Experiments

Accuracy Is Speed: Towards Long-Context-Aware Routing for Distributed LLM Serving

Receipt and verification

First computed	2026-07-05T11:52:26.051538Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

933b4c13deded83a69fc9e185a9d18ad2583bf6b9d645e4c17201faae3f599d1

Aliases

arxiv: 2508.08322 · arxiv_version: 2508.08322v1 · doi: 10.48550/arxiv.2508.08322 · pith_short_12: SM5UYE6633MD · pith_short_16: SM5UYE6633MDU2P4 · pith_short_8: SM5UYE66

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/SM5UYE6633MDU2P4TYMFVHIYVU \
  | 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: 933b4c13deded83a69fc9e185a9d18ad2583bf6b9d645e4c17201faae3f599d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21612b40a78e165c4fc17720a818863871864fb65bf40d2c44f308f276fa9b7a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-08-09T14:45:53Z",
    "title_canon_sha256": "ee7bcaae508ee45e5d220ffe82bc7dbbc4882db866d1837a2618d35eec8a4ef7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.08322",
    "kind": "arxiv",
    "version": 1
  }
}