ViBench · native product benchmark

ViBench Native MVP-96

A planned 24 × 4 matrix. The 24-app Codex construction treatment is complete; the other 72 cells remain missing. Missing results never count as zero.

Summary

Build and evaluation have different credential rules. Read the process method.

Coverage is explicit: missing and unevaluated cells display an em dash. They are not scores.

Treatments and runner readiness

Treatment scores

The primary value uses all 74 pinned plans. Available-case values are provisional and are not leaderboard scores.

24 × 4 result matrix

Per-app results

All 74 plan results

The wedding/test1 anomaly remains in the primary universe. The separate 73-plan value is an audit diagnostic only.

Per-cell records

Prompts and upstream inputs

Every cell receives the same canonical goal prompt plus its app's pinned MVP PRD and public assets. Test plans are evaluation inputs, not construction inputs.

Prompt SHA-256:

Methodology

Process

Build agents use native subscription logins and native tools. We use the same fixed copy of the ViBench evaluator for each full score. The evaluator uses an API key. We have not yet used this evaluator to score a full ViBench test plan. The first private test can put the evaluator and the candidate app in the same container. Build agents cannot access the evaluator key. This test does not prove that the evaluator is isolated. We do not publish a comparable score until the result passes all publication checks.

Scores

Upstream points anomaly

Missing cells

Public artifacts

Data

Download the normalized public data

data.json SHA-256: 6b88f5db0090179cecbd3e8f2bddd206900596fdbc5f06a0c0a2375117d12882

This public bundle intentionally excludes candidate source, host paths, commands, raw event streams, transcripts, logs, sessions, and authentication material.