Slow enough
to be credible.

This is a hobby project with a practical goal: choose better code-review models. The roadmap favors useful, repeatable comparisons and transparent limitations over certification theater.

01

Contracts and calibration

complete

Public schemas, neutral task format, deterministic scorer, planted defects, clean twin, private pilot shape, and exact-SHA product adapters.

02

First model comparison

complete

18 candidate models, three attempts across 11 held-out reviews, provider-reported time and cost, and operational failures preserved.

03

Harden the run path

complete

Rehearse publication without model calls, use per-run guards as runaway protection, diagnose provider failures, and ensure completed campaigns can reach the site.

04

Keep the board current

active

Test newly released models, rerun strong candidates when providers or harness behavior change, and keep partial runs separate from complete cohorts.

05

Expand the challenge set

next

Add harder, evidence-backed tasks across more languages, frameworks, databases, frontend stacks, CSS, and cloud configuration without exposing the held-out answers.

No platform theater.