We operate an AI trader with our own capital
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"We design, build and operate a fully autonomous
AI trading system that runs end-to-end without
human intervention, and document what it takes
to keep such systems live".
AI Trading Systems Lab
Operating experience from a
 live autonomous system
Backtesting initiated: 12/2023   |   Live trading since: 9/2025
Signals: AI-derived sentiment
Capital: Proprietary
Execution: Real-time, fully automated
System: SILK   |   Human intervention: None
Proof of live operation

Broker-generated verification of live operation

To validate that the system trades real capital, we publish a sample Interactive Brokers’ PortfolioAnalyst report (GIPS® verified returns). Broker-generated. Time-bounded. Non-marketing.

view report (pdf)
what this is - and isn't

A live system, not an investment product

1.  A live AI trading system: 'SILK'
2. Operating with real capital
3.  A long-term research effort
4. A disciplined approach to system design, risk, and governance

1. Not an investment product
2. Not a signal or copy trading service
3. Not retail investment advice

We do not publish tradeable information.

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for professionals

A controlled look inside autonomous trading

What We Publish (and What We Don’t)
January 1, 2026

We publish operating lessons from running an autonomous trading system with proprietary capital: reliability, monitoring, incident response, change control, and governance. We do not publish signals, tips, or anything designed to help you trade.

Change Control for an Autonomous Trading System in Production
January 1, 2026

Production trading systems fail most often at the seams: small changes, rushed deploys, and untracked config tweaks. This is the change-control workflow we use to reduce operational risk.

Proof of Live Operation: Broker-Generated Reporting
January 2, 2026

We publish a sample broker-generated IBKR report to validate real-capital operation under fully automated execution. Access is reviewed and intended for professionals and institutions.

Access
Access is subscription-based and intended for professionals and institutions. It is not designed for retail traders.

We reserve the right to decline requests and refund payments.
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Bifin Sàrl · RCS B255923 · Luxembourg
No investment advice. Past activity does not imply future results. © 2026 Bifin Sàrl