Pith Number

pith:ML3MUN5Q

pith:2025:ML3MUN5Q5GRU5GEGLEC5KRHBCW

not attested not anchored not stored refs pending

QualityFlow: An Agentic Workflow for Program Synthesis Controlled by LLM Quality Checks

Amit Kachroo, Dejiao Zhang, Linbo Liu, Omer Tripp, Qiang Zhou, Qihong Chen, Talha Oz, Xiaopeng Li, Yaojie Hu

arxiv:2501.17167 v2 · 2025-01-20 · 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{ML3MUN5Q5GRU5GEGLEC5KRHBCW}

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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

3 papers in Pith

Code as Agent Harness

Coding with Eyes: Visual Feedback Unlocks Reliable GUI Code Generating and Debugging

On the Creativity of AI Agents

Receipt and verification

First computed	2026-07-05T10:38:41.442859Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62f6ca37b0e9a34e98865905d544e115adc5c9e921b5f749b8c7c15ce30312e2

Aliases

arxiv: 2501.17167 · arxiv_version: 2501.17167v2 · doi: 10.48550/arxiv.2501.17167 · pith_short_12: ML3MUN5Q5GRU · pith_short_16: ML3MUN5Q5GRU5GEG · pith_short_8: ML3MUN5Q

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/ML3MUN5Q5GRU5GEGLEC5KRHBCW \
  | 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: 62f6ca37b0e9a34e98865905d544e115adc5c9e921b5f749b8c7c15ce30312e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd5261dfa9d375e46bf87c24db7624b94beed53312368a738403b46cedda8eef",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-01-20T21:47:06Z",
    "title_canon_sha256": "28880ef629a9481245e5e88c999b93c3bdf4bb2438c44c5e43db45f2aab07b31"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17167",
    "kind": "arxiv",
    "version": 2
  }
}