Live engine — runs in your browser

Don't defend your design.
Run it.

Design systems stage by stage, then execute them — request-level traces show where the latency goes and where the design breaks. An AI staff engineer reviews every stage.

No signup. The engine runs client-side.
What the simulator models (and what it doesn't)Nodes carry internals, edges carry contracts — the engine computes every trace from them, and an AI staff engineer critiques each run. The same discipline that survives an interview survives production.

One problem, end to end

The sim above is one slice of URL Shortener. The full problem:

  1. 01

    Scope it

    9 guided stages

    Requirements → capacity → API → data model → HLD → trade-offs.

  2. 02

    Do the math

    5 derivations

    Capacity math from the stated traffic inputs — QPS, storage, bandwidth.

  3. 03

    Choose the store

    6 options compared

    Database trade-offs argued, not asserted.

  4. 04

    Draw and wire it

    10-node reference HLD

    Nodes carry internals, edges carry contracts — the metadata the engine reads.

  5. 05

    Run it, break it

    5 traces + chaos

    CDN hit/miss tiers, async click fan-out, kill-the-leader drills with RTO/RPO verdicts.

  6. 06

    Defend it

    3 predict gates · 5 deep-dives

    Call the outcome before the engine reveals it; an AI staff engineer reviews every stage.

Open URL ShortenerThe same loop runs on all 81 problems.

Stop defending designs. Start running them.

The demo above is live — no signup, the engine runs in your browser.