Sloe Labs · sims.sloelabs.com

Playable Case Studies

Real bugs, real fixes, real production receipts — as simulations you operate instead of prose you skim. Flip the gates, run the races, see exactly what changed. Every sim below shipped as a PR.

race condition · opt-in design

The Welcome Email Gauntlet

Adding a client used to email them instantly — twice, sometimes. Four gates and an atomic queue claim later, play both bugs and both fixes.

2026-08-28 · PR #398 + #400
multi-tenancy · one-line bug

Frozen for Your Customer's Sins

A daily cron suspended entire businesses because THEIR customers paid an invoice 5 days late — one missing SQL filter in a multi-tenant table. Run the cron yourself.

2026-08-28 · PR #388 + #393
statutory correctness · payroll

Three Versions of Your Tax

Payroll computed PAYE three different ways: an invented flat ladder, last year's SARS tables mislabelled as this year's, and the real thing. Drag a salary and watch the same employee owe three different amounts.

2026-08-28 · PR #388 → #393

Generate one from a PR

Paste a GitHub pull-request URL. An agent reads the diff, works out the behaviour change, and builds a playable sim on this site. Operator key required for now — this spends real model tokens.

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