Warren Labs
Decision infrastructure
Decision Infrastructure
for Capital Allocation
We build validation, simulation, and execution infrastructure that determines: what strategies are valid, when they should run, and how capital should be deployed.
Evaluation surface
Decision quality trace
Decision quality
The shift
Strategy supply is infinite. Qualified strategy supply is not.
Anyone can generate a trading strategy. The hard part is knowing which ones deserve capital. The gap between idea and deployment is where the most value is created — and the most risk is hidden. WARREN Labs builds infrastructure for that gap.
What we build
Infrastructure for testing, evaluating, and improving decisions
Validation Systems
Structured pipelines that score, stress-test, and qualify strategies before they are deployed.
Simulation Infrastructure
Paper trading, backtesting, and scenario modeling — isolated environments where ideas prove themselves.
Decision Intelligence
Evaluation layers that surface what matters: regime fit, risk behavior, and confidence under uncertainty.
Open Frameworks
Schemas, specifications, and research artifacts designed for composability and transparency.
Decision lifecycle
The validation-first lifecycle
Every system we build follows the same core cycle: generate candidates, validate rigorously, execute with discipline, and learn from outcomes.
Generate
Create strategy candidates from market context
Validate
Backtest, score, and stress-test every idea
Execute
Paper trade in isolated environments
Learn
Detect discrepancies, improve generation
The four-phase cycle at the core of everything we build.
Flagship product
Orqis
Our first product — a simulation-first strategy platform that puts the validation lifecycle into practice. Generate, validate, monitor, and deploy strategies through a qualification gate before capital moves.
Generate
AI-powered strategy candidates shaped by market context and regime awareness.
BTC Momentum Breakout
v1 · 4h · long-only
Stop Loss
3.5%
Take Profit
8.0%
Leverage
2×
Validate
Backtest with in-sample / out-of-sample splits, confidence scoring, and robustness labels.
Validation Complete
IS / OOS split · 180 candles
Strong candidate — all thresholds met
Return
+12.4%
Sharpe
1.87
Max DD
−6.2%
Win Rate
58%
Score
72
/100
Monitor
Paper trading with isolated capital, real-time evaluation, and behavioral risk detection.
Paper Trading Active
Equity
$11,240
ROI
+12.4%
Trades
23
Win Rate
61%
Deploy Live
Qualified paper strategies can be deployed with real capital through guarded live execution.
Deploy to Live
DOT Trend Momentum · 4H
ROI
+5.6%
Trades
8
Win Rate
88%
Duration
12d
Real capital · kill switch enabled
WARREN Labs' first product
Research
Open frameworks and research artifacts
We publish the schemas, specifications, and architectural thinking behind our systems. More coming as we build.
Principles
How we think about building
Test before trust
No strategy earns deployment without structured validation. Conviction follows evidence.
Simulate before exposure
Every idea runs in isolation first. Paper environments absorb the cost of being wrong.
Measure behavior, not just outcomes
A winning trade can still reveal poor risk behavior. We evaluate the process, not only the result.
Keep execution downstream
Execution is the last step, never the first. Validation and evaluation always precede deployment.
Pricing
From Idea → Capital Deployment
Generate, validate, and deploy trading strategies with real infrastructure. Capital only moves after qualification.
Free Beta
Explore the system
- Generate strategies from live market context
- Validate with IS/OOS backtesting
- Parameter optimization
- Six-dimensional strategy scoring
- Up to 5 concurrent paper simulation bots
- Full generate → validate → deploy lifecycle
Private beta access
Pro
Validate and deploy at scale
- Everything in Free
- Higher validation + optimization throughput
- Up to 10 concurrent paper simulation bots
- Non-custodial live execution
- Automated risk controls + kill switch
- Performance-aligned pricing for live deployment
Limited rollout
Quant
Advanced orchestration and allocation tooling
- Everything in Pro
- Advanced portfolio orchestration
- Allocation intelligence
- Multi-strategy capital management
- Priority access to experimental systems
Coming soon
Limited beta rollout. Access is capacity constrained.