pith. sign in
Pith Number

pith:OP2RC5MV

pith:2026:OP2RC5MVOXCTLUJYD6V3FF7OJG
not attested not anchored not stored refs pending

Insights Generator: Systematic Corpus-Level Trace Diagnostics for LLM Agents

Akshay Manglik, Apaar Shanker, Jason Qin, Kaustubh Deshpande, Levi Lentz, Veronica Chatrath, Vijay S. Kalmath, Yash Maurya, Yuan (Emily) Xue

arxiv:2605.21347 v1 · 2026-05-20 · cs.AI · cs.LG · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{OP2RC5MVOXCTLUJYD6V3FF7OJG}

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 2026-05-21T02:05:30.458986Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

73f511759575c535d1381fabb297ee498e96204675547de2d21b3ece4d87e987

Aliases

arxiv: 2605.21347 · arxiv_version: 2605.21347v1 · doi: 10.48550/arxiv.2605.21347 · pith_short_12: OP2RC5MVOXCT · pith_short_16: OP2RC5MVOXCTLUJY · pith_short_8: OP2RC5MV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/OP2RC5MVOXCTLUJYD6V3FF7OJG \
  | 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: 73f511759575c535d1381fabb297ee498e96204675547de2d21b3ece4d87e987
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5a27c80b6236015322085f3e57516494fad9be1259a175b24f48296e59af9d6d",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-20T16:13:53Z",
    "title_canon_sha256": "7cb9a1ed30f775bb608eba21351d27d15df57a24db97f911ba3720088463ccb8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.21347",
    "kind": "arxiv",
    "version": 1
  }
}