All runs
Successrun_1008Helio Finance

Ledger anomaly detector — iteration #9

Flag outlier journal entries in nightly close.

Green winner
Claude Code · score 95 · 6/6 tests
Loop
Ledger anomaly detector
Trigger
webhook
Rounds
1 / 3
Critic
claude-opus-4.1
Started
20652d ago

Round 1

Success16.3s
WinnerClaude Code
Claude Code
95
6/6 tests8.8sno findings
# Claude Code candidate — seed=9
def handler(payload: dict) -> dict:
    # implementation
    return {"ok": True}
OpenAI Codex
80
6/6 tests10.0sminor
  • minorstyle: Minor formatting differences from house style.
Local OSS
80
6/6 tests20.3sminor
  • minorstyle: Minor formatting differences from house style.