How Prudent Wolf Works | Local AI Trading Intelligence
AI Trading Architecture
SYSTEM STATUS: ONLINE // LOCALHOST:8080

The Architecture of
Local Alpha

Prudent Wolf isn’t a cloud service. It’s a sovereign intelligence engine running on your hardware. We process market data, execute strategies, and manage risk entirely on your 4x RTX 5090 rig. No data leaves your machine.

View System Requirements Read the Whitepaper

0ms

Cloud Latency

100%

Data Privacy

4x

RTX 5090 Support
THE PROBLEM

Stop Leaking Your Edge to the Cloud

Traditional trading bots and SaaS platforms require you to upload your strategies and account data to their servers. This creates a massive security vulnerability and latency bottleneck.

Prudent Wolf flips the model. We provide the intelligence (EdAgent trader_v4.py), but you provide the compute. Your capital data never leaves your local network.

  • ✓ Zero API Key exposure to third parties
  • ✓ Execution speed limited only by your ISP
  • ✓ Full ownership of your trading journal
Learn About Our Security
Secure Local Architecture
ENGINEERING

How The Wolf Hunts

Our system utilizes a multi-agent architecture running locally. It ingests market data, runs inference on the qwen3-122b model, and executes via Webull API.

01. DATA INGESTION

Local Market Feed

The system connects directly to Webull’s data stream. All historical and real-time data is cached locally in a SQLite database. No external API calls for chart data.

02. AI INFERENCE

qwen3-122b Execution

Your local RTX 5090s run the inference engine. The model analyzes technical indicators, sentiment, and volume profiles to generate trade signals with high probability.

> ed_agent.run_inference()
> analyzing: AAPL
> confidence: 0.94
> signal: LONG
03. ORDER EXECUTION

Direct Broker API

Once the signal passes your risk parameters, the system executes the order directly via the Webull API. You maintain full control over position sizing and stop-losses.

GPU Cluster Processing
HARDWARE

Why We Demand RTX 5090s

Running a 122B parameter model locally requires immense VRAM. Prudent Wolf is optimized for the new generation of consumer hardware.

By utilizing 4x RTX 5090 cards in a local rig, we achieve inference speeds that rival enterprise cloud solutions, but with 100% privacy.

Recommended Spec Sheet

  • GPU: 4x NVIDIA RTX 5090 (96GB VRAM Total)
  • RAM: 128GB DDR5
  • Storage: 2TB NVMe Gen4
  • OS: Linux (Ubuntu 24.04 LTS)

Ready to Deploy the Wolf?

Get access to the source code, the installation guide, and the qwen3-122b weights. Start trading with sovereign intelligence today.

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