Jeff Milam

Interactive Resume

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M.S. AI Engineering

Top-Tier University · In Progress

MBA

Accredited Business School · 4.0 GPA

SandFish — Multi-Agent Swarm Platform

Open-source orchestration framework for building and deploying intelligent agent swarms.

5x

Faster Than Alternatives

40%

Token Cost Reduction

200+

Open Source Contributors

4

Orchestration Modes

Architecture Overview

Agent Registry

Dynamic agent pool with role-based routing and capability indexing

Swarm Orchestrator

Pipeline, parallel, consensus, and hierarchical execution strategies

Context Store

Shared memory with vector search for inter-agent knowledge transfer

ZTB Engine

Zero Token Burn optimization layer reducing inference costs by 40%

from sandfish import Swarm, Agent, Pipeline

# Define specialized agents
researcher = Agent(
    role="researcher",
    model="claude-sonnet-4-20250514",
    tools=[web_search, arxiv_fetch],
    ztb_mode=True  # Zero Token Burn
)

analyst = Agent(
    role="analyst",
    model="claude-sonnet-4-20250514",
    tools=[data_transform, visualize],
)

# Orchestrate the swarm
swarm = Swarm(
    agents=[researcher, analyst],
    strategy="pipeline",  # or 'parallel', 'consensus', 'hierarchical'
    max_rounds=5,
)

result = await swarm.execute(
    task="Analyze Q4 market trends in AI infrastructure",
    context={"sector": "enterprise", "depth": "deep"}
)

Performance Benchmarks

Real Estate & Quant Lab

Automated scanners and quantitative research pushing the boundaries of data-driven decision making.

Automated Real Estate Scanner

Python-based pipeline that scrapes MLS listings, applies custom scoring algorithms (cap rate, cash-on-cash, neighborhood growth vectors), and delivers ranked opportunities via automated reports.

PythonBeautifulSoupPandasPostgreSQL

Quantitative Trading Research

Backtesting framework for momentum and mean-reversion strategies on equity and options markets. Integrates real-time data feeds with risk-adjusted portfolio optimization using Monte Carlo simulation.

NumPySciPyAlpaca APIPlotly

AI Philosophy & Thought Leadership