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Josh Frenette
CASE STUDY Autonomous multi-agent trading system

AI Trading Agent

A fleet of ten autonomous agents that research the market, read the news, execute trades on Robinhood, and improve themselves, all coordinated by a central brain that turns their signals into decisions.

Built as a research and automation project. Not financial advice.

EXECUTIONRobinhood API
AGENTS9 specialized + 1 brain
INPUTSFilings · News · X · Prices
MODEAutonomous · rules-bound
THE SYSTEM

Nine agents orbiting one brain.

Every specialized agent feeds the orchestrator at the center. The brain weighs their signals, applies risk rules, and routes the final call to execution.

Orchestrator Brain CLAUDE RUNTIME
Research
market scan
Filings
10-Q / 10-K
News + X
sentiment
Stock Data
price + vol
Analysis
signal synth
Trading
executes
Performance
P&L tracking
Optimization
tunes strategy
Reporting
daily digest
THE AGENTS

Ten agents, ten jobs.

Each runs independently with its own tools and prompt. The brain is the tenth, and the only one that can commit a trade.

AGENT 01

Research

Scans the market for candidates worth a closer look, screening by sector, momentum, and catalysts.

AGENT 02

Quarterly Reports

Reads 10-Q and 10-K filings, pulling guidance, margins, and risk-factor changes.

AGENT 03

News + X

Monitors headlines and X in real time, scoring sentiment and flagging breaking catalysts.

AGENT 04

Stock Data

Ingests price, volume, and technical indicators, building the quantitative picture.

AGENT 05

Performance

Tracks open positions and realized P&L, feeding results back into the loop.

AGENT 06

Analysis

Synthesizes fundamentals, sentiment, and technicals into a single conviction signal per ticker.

AGENT 07

Trading

Places, sizes, and manages orders on Robinhood within the brain's risk rules.

AGENT 08

Optimization

Backtests and tunes strategy parameters, learning from what worked and what didn't.

AGENT 09

Reporting

Writes a daily digest of trades, positions, and reasoning in plain language.

AGENT 10 · BRAIN

Orchestrator

Connects all nine, weighs their signals against risk rules, and makes the final call.

THE LOOP

One autonomous cycle.

Signals in, a decision out, results measured, strategy tuned, then it runs again.

01

Gather

Filings, news, X, and prices stream into the specialized agents.

02

Analyze

Analysis agent fuses every input into one conviction signal.

03

Decide

The brain applies risk rules and approves or rejects the trade.

04

Execute

Trading agent places the order on Robinhood and manages it.

05

Learn

Performance and optimization agents tune the next cycle.