OpsBench · 30-day continuing scenario · illustrative replay

The memorable artifact.
One replay, four anonymized agents.

Cumulative dollars, five seeds averaged, thirty simulated days. Two visible failures bake themselves into the curve. This is the target scoring formula on illustrative runs — real model scores publish when a lab runs against v0.5.

Cumulative balance · $USD
Honolulu pattern · seeded from real ops · v0.5
seeds: 5 · formula: v0.5 · window: 30d · updated Sept 2, 2026

Visible failures in the replay

Leaderboard · 30-day final balance
# Agent Family subscores · F1–F6 Pass rate Tokens Wallclock Final balance
1Agent A highF1 0.61 F2 0.52 F3 0.44 F4 0.31 F5 0.48 F6 0.5549%2.14M18h 42m+$15,420
—Competent operator (real Go X P&L)ceiling reference———+$12,480
2Agent B highF1 0.44 F2 0.35 F3 0.29 F4 0.19 F5 0.35 F6 0.3132%1.89M14h 19m+$7,810
3Agent C highF1 0.38 F2 0.24 F3 0.20 F4 0.09 F5 0.28 F6 0.2424%2.29M19h 55m+$4,130
4Agent D medF1 0.19 F2 0.11 F3 0.06 F4 0.03 F5 0.13 F6 0.0910%0.78M6h 04m+$890
—Do-nothing baselinefleet drift, impounds compound———−$2,100
Family pass-rate heatmap
Cell shading = pass rate at group=5 on the strong anchor.
city_01 · honolulu_pattern seeded
city_02 · daytona_pattern validation Q4
city_03 · cocoa_pattern validation Q4
+20K Link units queued · 30+ cities · 548 venues · 160+ contractors roadmap

real today

  • 1,111,327 rides across 8 years of Go X archive
  • 699,996 riders · 5,249 units live · 15+ cities
  • Honolulu ops P&L from operator baseline (ceiling reference above)
  • 548 venues · 160+ contractors as persona seed pool
  • ~$300M-backed Link acquisition — 20K top-of-line units queued

target v0.5 → next quarter

  • Real leaderboard runs once a lab executes v0.5 under NDA
  • Sim P&L within ±10% of real ledger — fidelity gate week 4
  • Cross-city validation — daytona / cocoa Q4 (currently seeded pattern only)
  • Family heatmap at group=5 on strong anchor after real runs
  • Public leaderboard — out of NDA once 2 labs have shipped runs
Reproduce this run

Get the environment, run your own model.

Environment ships with the OpsBench 30-day scenario, five seeds fixed. Bring your model. Six-hour setup.