Waymo Open Sim Agents · 2025

Preflight your WOSAC submission before 44,926 scenarios.

Waymo's leaderboard is open but opaque locally. WOSAC Preflight runs the official 2025 metametric on one scenario — format gates, per-feature likelihoods, and traffic-light violation rates — before you burn GPU days or one of your 3 monthly test slots.

22
passing tests
10
official 2025 features
32
rollouts validated

The problem Waymo is solving

Company mission

Simulation with realistic, interactive agents is a key task for autonomous driving. WOSAC scores whether your simulator matches real-world behavior distributions — not just one trajectory.

Public pain

The test set has 44,926 segments. Official tutorials warn this "may take a significant amount of time." You get 3 test uploads per 30 days — and the leaderboard shows one meta-metric, not per-scenario diagnostics.

This product

validate → score → doctor using official waymo-open-dataset metrics (Docker on macOS). Receipt JSON + this dashboard. Independent of any Waymax PR.

Live dashboard

Meta-metric

2025 weighted realism score
Kinematic
Interactive
Map-based

Bucket radar

Format gates

    Per-feature likelihood (weakest → strongest)

    FeatureBucketLikelihoodWeight

    Simulated safety rates

    Collision
    Off-road
    TL violation

    vs leaderboard baselines

    MethodMetaΔ yours

    CLI quickstart

    git clone https://github.com/Abhishek21g/wosac-preflight
    cd wosac-preflight && pip install -e ".[dev]"
    wosac-preflight demo # this dashboard
    wosac-preflight smoke # official metrics (Docker)
    wosac-preflight score \
      --scenario-tfrecord $WOMD/validation/validation.tfrecord-00000-of-00150 \
      --rollouts my_rollouts.binproto -o receipts/run.json --open