Flow-Derived Execution Infrastructure
Alpha Networks is a regime-aware trading system that converts on-chain behavior into real-time edge estimates and executes independently with strict risk control.
Currently operating proprietary capital. Selective access by request.
43M+
Wallets Processed
350M+
Daily Transactions
11 mo
Training Window
—
Inference Latency
The Problem We Solved
Edge decays faster than humans react.
Even elite traders enter correctly but hold too long. They tolerate drawdowns, react late to regime shifts, and anchor to thesis rather than evidence. Traditional approaches inherit this weakness by design.
The failure mode is not finding opportunity. It is staying in positions after the informational edge has expired.
What This System Does
Flow Analysis
- Extracts flow-derived information from thousands of wallets
- Measures flow extremes across ranked cohorts
- Identifies regime shifts in real-time
Edge Modeling
- Quantifies edge presence from behavioral patterns
- Models edge persistence and decay
- Probabilistic scoring via transformer architecture
Execution
- Trades edge persistence, not conviction
- Exits immediately when edge decays
- Position sizing based on rank percentile
- Optimized for short-horizon regimes where informational advantage is transient
Risk Control
- Capital preservation as primary objective
- Strict exposure limits per trade
- Operates continuously without emotional anchoring
Technical Architecture
Data Layer: Dedicated Ethereum archive node with mempool access. Transaction-level processing of 350M+ daily transactions. Sub-second ingest latency.
Feature Engineering: Wallet scoring from 11 months of matched buy-sell cycles. Cohort aggregation across performance tiers. Rolling window rank computation against historical distribution.
Model: Transformer-based sequence modeling trained on cohort flow patterns. Outputs probabilistic edge estimates derived from cohort behavior. Rank percentile triggers entry/exit thresholds.
Execution: Automated order routing via DEX aggregation. Strict position limits. Full audit trail of every decision. Designed to operate efficiently under low-latency, low-cost execution environments.
Positioning
What This Is
- Flow-informed, regime-aware execution system
- Research-driven trading infrastructure
- Capital preservation first, opportunity second
- Operating live on proprietary capital
What This Is Not
- Not a retail trading tool
- Not a signal subscription
- Not a copy-trading platform
- Not thesis-based or conviction-driven
Design Outcomes
Because the system trades edge decay rather than conviction:
- Reduces drawdown exposure by exiting when edge expires
- Remains liquid during volatility rather than anchoring to positions
- Avoids thesis-based holding risk
- Survives regimes where buy-and-hold fails
Access
Current Status
- Live execution on proprietary capital
- Full infrastructure operational
- Continuous monitoring and refinement
Collaboration
- Research partnerships by request
- API access for qualified institutions
- Data collaboration case-by-case
Inquiries: alphanetworksai@gmail.com