Pith Number

pith:RSMNFXCL

pith:2025:RSMNFXCL3G3I6W25XLCC4Q4CD3

not attested not anchored not stored refs pending

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering

Matt Thomson, Michael J. Zellinger

arxiv:2507.14406 v1 · 2025-07-18 · cs.AI · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RSMNFXCL3G3I6W25XLCC4Q4CD3}

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.

Receipt and verification

First computed	2026-07-05T11:40:05.722638Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c98d2dc4bd9b68f5b5dbac42e43821ef2343fc523eb8d4f35e7c9330469cf14

Aliases

arxiv: 2507.14406 · arxiv_version: 2507.14406v1 · doi: 10.48550/arxiv.2507.14406 · pith_short_12: RSMNFXCL3G3I · pith_short_16: RSMNFXCL3G3I6W25 · pith_short_8: RSMNFXCL

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/RSMNFXCL3G3I6W25XLCC4Q4CD3 \
  | 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: 8c98d2dc4bd9b68f5b5dbac42e43821ef2343fc523eb8d4f35e7c9330469cf14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5ba3d728002088dc760a9b127274a3ded9d5ff5925cf98fa80be5433c4348f6",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-18T23:25:26Z",
    "title_canon_sha256": "5bb076bafdcb47f86fe6866c91977b011e02fce87e98073cf30b664e13f1380e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14406",
    "kind": "arxiv",
    "version": 1
  }
}