Research & Development: AI Agent Strategy ↑ TOP

AI & The Physics
of Finance

As a hedge fund, our obsession with AI isn't driven by trend, but by physics. Everything we do—from liquidity pool hedging to multi-legged derivatives—comes down to moving electrons around.

Alpha is found in the efficiency of that movement. We are turning AI from a "chatbot" into a "digital worker." Below is our strategic implementation roadmap.

01. Cloud vs. Local Setup

The Premium Cloud

Claude / Perplexity Enterprise

Remote execution (Zero maintenance)
Highly stable "coworker" interface
Restricted to cloud-native tools

The Local Box

OpenClaw / Local LLMs

Deep local file & system access
Bypasses API subscription gates
High-alpha research capability

02. The $200 "Worker" Tier

"Standard $20 plans provide a brain.
$200 plans provide a digital employee."

Claude Max (Anthropic)

20x usage limits for sustained industrial workflows. Features 'Cowork' for autonomous cross-application task management.

Perplexity Max

Unlimited research cycles with deep web-agent integration for real-time market sentiment analysis.

03. Achieving 24/7 Autonomy

To move electrons while you sleep, you need an orchestration layer functioning as a system "heartbeat."

Local Heartbeat

Dedicated hardware (Mac Mini/Studio) running OpenClaw. System wakes on intervals to audit price feeds and execute local scripts.

Cloud Orchestration

API connection to high-availability VPS. The standard for enterprise persistence without physical hardware failure risks.

04. Security: The Isolated Box

Protocol Alpha Mandatory Air-Gap Simulation

When an agent consumes external data (RSS, Slack, Research Papers), it is susceptible to Prompt Injection. A hidden instruction could trigger the agent to leak sensitive credentials.

Requirement: Local agents must run on a "Burner Box" with zero access to primary financial credentials.

05. Strategic Architectures

Deployment of three specialized agent cores:

Agent 01: Advocacy

Monitoring diplomatic channels, journalist discovery, and mass outreach for BringLeonHome.org.

Agent 02: Research

Finance focus (Levenstein.net). Identifying LP leads and generating high-signal market newsletters.

Agent 03: Brands

Competitor analysis and influencer discovery for IndoJackCoffee retail expansion.

"Alpha is the result of moving electrons
more intelligently than the competition."