---
title: JE Validation Console
emoji: 🧾
colorFrom: pink
colorTo: purple
sdk: docker
app_port: 8000
---

# JE Validation Console

An RL-environment console for **journal-entry validation**: seeded, scored
tasks (tiers L1 deterministic checks → L2 cross-document reasoning) over a
simulated general ledger. Pick a task, a model, and a seed count; the agent
works the ledger through a fixed tool set (query, open documents, recompute,
disposition, submit) and is scored by deterministic verifiers on outcome,
process, and citation discipline. Two scripted baselines (flag everything /
no evidence) run free and anchor the score floor.

Every `(task, seed)` pair regenerates a byte-identical instance; defect
ground truth is held out from the agent side of the tool boundary. Citing a
document that was never opened counts as fabrication and fails the episode.

**Configuration**: LLM episodes call models through OpenRouter; set an
`OPENROUTER_API_KEY` secret in the Space settings to enable them. Baseline
runs work without a key. Run history lives on ephemeral Space storage and
resets on restart.

Ledger data is derived from the State of Connecticut's open data portal
(data.ct.gov, dataset `ajdm-rvz7`), snapshot 2026-08-04.