Pith. sign in
Pith Number

pith:QO4XVXPX

pith:2026:QO4XVXPX6EMQ56S6H6XHMJW2MS
not attested not anchored not stored refs pending

Context-Aware Generative AI for Automated Telecom Test Script Generation

Chandramohan T. N., Gautam Prasad, Joy Bose

arxiv:2606.21151 v1 · 2026-06-19 · cs.SE · cs.AI · cs.NI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QO4XVXPX6EMQ56S6H6XHMJW2MS}

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 2026-06-23T01:12:31.653001Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

83b97addf7f1190efa5e3fae7626da649774ffae69e68794fda4bf95e3cd88a4

Aliases

arxiv: 2606.21151 · arxiv_version: 2606.21151v1 · doi: 10.48550/arxiv.2606.21151 · pith_short_12: QO4XVXPX6EMQ · pith_short_16: QO4XVXPX6EMQ56S6 · pith_short_8: QO4XVXPX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QO4XVXPX6EMQ56S6H6XHMJW2MS \
  | 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: 83b97addf7f1190efa5e3fae7626da649774ffae69e68794fda4bf95e3cd88a4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "34ce43db835a752b4ed250d02456c991013f34947d581d81aed2533618666861",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-06-19T06:44:31Z",
    "title_canon_sha256": "64116a97b783f4c84cfcae318f5963f66bf1829c080f395ce56ff47e81aeaccd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.21151",
    "kind": "arxiv",
    "version": 1
  }
}