Pith Number

pith:A3SVB452

pith:2024:A3SVB452WLOD7OPZ66DKQKH4JC

not attested not anchored not stored refs pending

Specifications: The missing link to making the development of LLM systems an engineering discipline

Anastasios Angelopoulos, Hao Zhang, Ion Stoica, Jared Q. Davis, Joseph Gonzalez, Ken Goldberg, Koushik Sen, Lingjiao Chen, Matei Zaharia, Shishir G. Patil, Wei-Lin Chiang

arxiv:2412.05299 v2 · 2024-11-25 · cs.SE · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A3SVB452WLOD7OPZ66DKQKH4JC}

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

4 papers in Pith

Engineering Robustness into Personal Agents with the AI Workflow Store

Why Do Multi-Agent LLM Systems Fail?

Receipt and verification

First computed	2026-07-05T09:49:13.520715Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06e550f3bab2dc3fb9f9f786a828fc489b715662150b902e8d928f7d469d57d8

Aliases

arxiv: 2412.05299 · arxiv_version: 2412.05299v2 · doi: 10.48550/arxiv.2412.05299 · pith_short_12: A3SVB452WLOD · pith_short_16: A3SVB452WLOD7OPZ · pith_short_8: A3SVB452

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/A3SVB452WLOD7OPZ66DKQKH4JC \
  | 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: 06e550f3bab2dc3fb9f9f786a828fc489b715662150b902e8d928f7d469d57d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f05f70f2c2df75b5b62707aa769fe400888ad8c4a5b6d280ad04dba8ef04dc8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-25T07:48:31Z",
    "title_canon_sha256": "a4d9314103aa10ebe38b7bf98e61d1fa571a6debb4e43faf08624f123f5f3640"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05299",
    "kind": "arxiv",
    "version": 2
  }
}