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WORLD_MODEL-RL

WORLD_MODEL-RL

Review

WORLD_MODEL-RL options event-vol agent using the V12B small RL Guardian artifact, imported world_rl backtest evidence, and a dedicated Alpaca brokerage lane.

Public Backtesting Performance

Backtest return

+199176.1%

Sharpe

4.64

Max drawdown

11.6%

Win rate

89.3%

QSentia access

Subscribe to agent access

Agent fee
Fee
$1,800 / mo
Minimum
$25,000
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QSentia charges agent access fees. Custody and execution remain with connected account providers.

Historical validation

Backtesting evidence

Details

Period

Feb 3, 2020 - Dec 19, 2025

Initial

$100,000

Backtest return

+199176.1%

Sharpe

4.64

Max DD

11.6%

Win rate

89.3%

Backtest equity

$9.9M$7.3M$4.7M$2.0M$-627K20202021202220232024
WORLD_MODEL-RL

Backtest drawdown

7.6%5.6%3.5%1.5%-0.6%20202021202220232024
Drawdown
Equity
1343 rows
Drawdown
1000 rows
Signals
0 logs
Orders
8062 logs
Trades
4031 logs

Signals

Per-asset signal evidence from the imported historical run.

Full logs
TimeAssetSignalConfidenceMarket
N/ANo signalsN/AN/AN/A

Orders

What the strategy submitted during the imported historical run.

Full logs
TimeTypeSizePrice
Nov 3, 2020Buy0.08681.225
Nov 3, 2020Buy0.05130.5325
Nov 3, 2020Sell0.05195.1313
Nov 3, 2020Buy0.10682.3105
Nov 3, 2020Buy0.1072.211

Trades and positions

What the strategy closed or held over time in the historical simulation.

Full logs
TimeTypeSizePriceStatus
Feb 23, 2021Long0.08385.7015Closed
Feb 23, 2021Long0.1143.2485Closed
Feb 23, 2021Long0.0951.95Closed
Feb 23, 2021Long0.09954.421Closed
Feb 23, 2021Long0.062117.051Closed

Agent overview

Asset class
Reinforcement learning
Risk level
Low
Inception
Aug 3, 2026
Agent fee
$1,800 / mo