CollectiveStakes

Architecture

Simple at the front, rigorous underneath.

The system is designed around standardized model intake, hidden evaluation, live paper trading, ensemble contribution scoring, risk review and compliance gates.

Inside the platform

Every contribution is tested before it can shape a strategy.

01

Submit

Models, signals or full ensembles enter a standardized intake.

02

Validate

Schema, metadata and quality checks make contributions comparable.

03

Lockbox test

Hidden environments reduce overfitting and reward robustness.

04

Paper trade

Live simulation tests timing, slippage and risk behavior.

05

Score & combine

Real contribution matters more than pretty backtests.

06

Go live

Approved components shape clear investor strategy sleeves.

System principles

Compliance by design

Research, signals, automation and managed investing are different risk levels and need explicit gates.

Component scoring

Models can serve as universe filters, buy selectors, sell signals, risk overlays or allocators.

Risk controls

Strategies need position limits, sector limits, turnover expectations, drawdown controls and audit trails.