The Graze
Eclectic enrichment
Beau's Library
Finance

A quant firm's $1bn code goes on trial in New York

Beau Brummell · November 4, 2026
Prosecutors say a former Headlands researcher took its "atoms" and "alphas" to start a rival firm.

Quantitative trading firms rarely let their code anywhere near a courtroom. This week one of them has had to.

Richard Ho, a former researcher at Headlands Technologies, went on trial in Manhattan federal court on Monday, charged with stealing parts of the Chicago firm's trading software to set up a rival. According to Hoodline's account of the opening, which drew on Bloomberg's reporting, prosecutors also say Ho used the code to persuade Tower Research Capital to back him. Tower has not been charged. Ho has pleaded not guilty.

The government's case was set out when the indictment was unsealed in January 2025. The Justice Department did not name the firm, calling it "Firm-1", but Headlands has since been identified in court coverage. Prosecutors say Ho worked there as a research developer and quantitative trader from about July 2019 to August 2021, and that its source code took years to build and cost more than $1bn.

In the spring of 2021, while still employed, Ho is alleged to have secretly started his own trading firm and partnered with one of his employer's competitors. Prosecutors say he took some of the "very building blocks" of the Headlands code, which the firm calls "Atoms", along with predictive formulas known as "Alphas", and used them to get the new firm trading quickly. The new firm was One R Squared, according to Hoodline.

The indictment also accuses Ho of a cover-up. Prosecutors say he lied to Headlands about his plans after he left and, once the firm found out about the new venture, told his staff to delete their messages and the history of their own code. They did not, which may matter at trial.

Before any criminal charge, Headlands sued Ho in Chicago in June 2023, alleging breach of contract and misappropriation of trade secrets, Hoodline reported. The criminal case, United States v Ho (indictment), is before Judge Jeannette Vargas in the Southern District of New York. The January 2025 indictment charged Ho with theft and attempted theft of trade secrets, which carries a maximum of 10 years in prison. Prosecutors later added a fraud charge over the Tower investment, and Bloomberg reports that Ho faces as much as 20 years if convicted on the most serious fraud count.

The case turns on a question that matters across the industry: when a researcher leaves, which ideas belong to the firm and which belong to the person? Quant shops pay heavily for talent and guard their code closely. The Justice Department says Headlands limited access to those who needed it, made them sign confidentiality agreements and put physical and network security around the code. A conviction would warn every researcher thinking of walking out with more than what is in their head.

_Image: The Daniel Patrick Moynihan US Courthouse in Manhattan, one of the Southern District of New York's federal courthouses. Photo by Ken Lund, Wikimedia Commons.jpg), CC BY-SA 2.0. Cropped._

Share
Keep grazing

Latest on The Graze

Back to The Graze →
Without action, retirees face an automatic cut of about 22 per cent when the main trust fund runs dry.Graze Original

Social Security's 2032 cliff is now one Senate term away

Without action, retirees face an automatic cut of about 22 per cent when the main trust fund runs dry.

Beau Brummell2h ago
Record revenue, but Apple expects gross margin to fall to 45-46 per cent as memory chip prices soar.Graze Original

Memory prices bite into Apple's margins

Record revenue, but Apple expects gross margin to fall to 45-46 per cent as memory chip prices soar.

Beau Brummell2h ago
Some managers have been told to find savings of up to 20 per cent, in the fourth round of cuts this year.Graze Original

Disney plans thousands more job cuts under D'Amaro

Some managers have been told to find savings of up to 20 per cent, in the fourth round of cuts this year.

Beau Brummell2h ago
The drugstores and the insurer will become separate listed companies by 2028. The shares fell 12 per cent.Graze Original

CVS will split in two, undoing its Aetna empire

The drugstores and the insurer will become separate listed companies by 2028. The shares fell 12 per cent.

Beau Brummell2h ago
One of the insults is carved into a hillside south of Athens and has been there for about 2,500 years. The other is harder to pin down.Graze Original

Trolling is at least 2,500 years old

One of the insults is carved into a hillside south of Athens and has been there for about 2,500 years. The other is harder to pin down.

Beau Brummell5h ago
Kalshi says its favourites won 98 per cent of races. Most seats were never in doubt.Graze Original

Prediction markets called the midterms. Most races were easy

Kalshi says its favourites won 98 per cent of races. Most seats were never in doubt.

Beau Brummell2h ago
See all stories →