Alpaca Markets

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Hi there,

What does composing music have to do with building a trading system?

For Alpaca community member Joshua Kyan Aalampour, both involve choosing structures, working within constraints, and revising the work as evidence arrives.

In a new Trader to Trader article, he explains how that approach is shaping ORIA (Orthogonal Risk Integrated Alpha), his quantitative research system designed to combine multiple market models while accounting for overlapping risk exposure.

ORIA combines three research approaches: directional signals, shocks across related assets, and sharp ETF moves that may continue or reverse. Its risk-management framework is designed to identify and limit shared market, sector, and style exposures, adjust allocation based on changing conditions, and apply predefined risk limits.

“The workflow took me longer to get right than the mathematics.”

After observing differences between historical backtesting and subsequent paper-trading results, Joshua refined his evaluation process around a workflow that:

✅ Uses Alpaca Market Data for historical research inputs
✅ Tests ideas across rolling, unseen periods
✅ Separates overlapping samples to reduce data leakage
✅ Uses closing data to simulate execution at the next open in Alpaca paper trading

The article goes deeper into ORIA, the mathematics behind it, and the evaluation and execution choices that come before live deployment.

Read the full article

Building a systematic research workflow with Alpaca? Reply and tell us what you’re exploring.

Curious to learn more about agentic trading with Alpaca? Check out some additional resources below:

The Alpaca Team

Insights generated by our MCP server, CLI and connected AI agents are for educational/ informational purposes only and should not be taken as investment advice. Alpaca does not recommend any specific securities or investment strategies. Past performance from models does not guarantee future results. Please conduct your own due diligence before making any decisions. All firms mentioned operate independently and are not liable for one another.

Brokerage services are provided by Alpaca Securities LLC (dba Alpaca Clearing), member FINRA/SIPC, a wholly-owned subsidiary of AlpacaDB, Inc.

Cryptocurrency services are made available by Alpaca Crypto LLC (Alpaca Crypto), a FinCEN-registered money services business (NMLS #2160858) and a wholly-owned subsidiary of AlpacaDB, Inc. Alpaca Crypto is not a member of SIPC or FINRA. Cryptocurrencies are not stocks, and your cryptocurrency investments are not protected by either FDIC or SIPC.

Neither Alpaca Clearing nor Alpaca Crypto takes responsibility for or accepts time-sensitive instructions sent by email, including orders or funds transfer instructions.

This is not an offer, solicitation of an offer, or advice to buy or sell securities or cryptocurrencies or open a brokerage account or cryptocurrency account in any jurisdiction where Alpaca Clearing or Alpaca Crypto, respectively, are not registered or licensed, as applicable. Options trading is not suitable for all investors due to its inherent high risk, which can potentially result in significant losses. Please read Characteristics and Risks of Standardized Options before investing in options.

Commission-free trading means that there are no commission charges for Alpaca Clearing self-directed individual brokerage accounts that trade U.S.-listed securities through an API. Relevant regulatory fees may apply. Commissions may be charged if your account is held at one of Alpaca Clearing's correspondent firms.

Technology and services are offered by AlpacaDB, Inc.

The Paper Trading API is offered by AlpacaDB, Inc. and does not require real money or permit a user to transact in real securities in the market. Providing use of the Paper Trading API is not an offer or solicitation to buy or sell securities, securities derivatives, or futures products of any kind, or any type of trading or investment advice, recommendation, or strategy, given or in any manner endorsed by AlpacaDB, Inc. or any AlpacaDB, Inc. affiliate and the information made available through the Paper Trading API is not an offer or solicitation of any kind in any jurisdiction where AlpacaDB, Inc. or any AlpacaDB, Inc. affiliate (collectively, "Alpaca") is not authorized to do business.

Please see the Disclosure Library for additional information and disclosures from Alpaca Clearing and Alpaca Crypto.

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