OptRL Playground Library
Watch reinforcement learning solve real problems
Live environments you can train right in your browser, each one running the same reinforcement learning methods behind OptRL's RLX platform and consulting work, compressed into a couple of minutes.
New environments added regularly · No installs, no code
Robotics · Logistics
Warehouse Robot
Pick and deliver across a warehouse floor. Press start and watch an untrained robot become an efficient router.
Finance · Trading
Stock Trading
Buy, sell, or hold across real tickers. Press start and watch an untrained allocator become a disciplined trader.
Retail · Supply chain
Inventory Replenishment
Reorder stock across three stores. Press start and watch an untrained planner become a sharp forecaster.
How it works
- 01
Configure
Pick an algorithm and a training length, or just use the defaults.
- 02
Train
Press start and watch the agent practice, thousands of times per second.
- 03
Compare
See the trained result next to where it started.
Beyond the demo
A real training loop, not a mockup
Every run here is an actual agent training on a real objective, not a scripted animation.
The same methods, compressed
These environments run the same reinforcement learning techniques used in RLX and in consulting engagements, just sped up so a full run finishes in minutes instead of days.
Grounded in a real problem
Each environment mirrors a genuine decision: routing, trading, or reordering. Try the one closest to what you're actually working on.
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