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IRS signals potential crackdown on AQR-linked tax-aware trading strategy

Reported by Hedgeweek
Sep 29, 2026· 3 min read
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Key Takeaways
  • • The IRS has signaled plans to issue guidance and potentially restrict tax-loss harvesting strategies that generate ordinary income offsets, directly targeting structures popularized by AQR Capital Management and similar hedge fund operators.
  • • AQR's TA Delphi Plus Fund, a flagship tax-aware strategy, holds approximately $6.6 billion in assets as of mid-2026 and exemplifies the approach now under regulatory scrutiny.
  • • The IRS specifically identified currency transactions and equity swap-futures combinations as problematic structures, expressing concern when tax benefits rather than investment returns appear to be the primary transaction motivation.
  • • Tax-aware long-short strategies have accumulated over $150 billion in assets over the past three years, indicating substantial industry adoption of loss-harvesting approaches that may now face enforcement action.
  • • The regulatory focus on ordinary income offset strategies—as opposed to traditional capital-gains reduction—represents a material escalation that could reshape the economics of tax-aware hedge fund products.
Summary
The U.S. Internal Revenue Service has indicated an enforcement shift that threatens a rapidly growing segment of the hedge fund industry. According to Bloomberg's reporting, the IRS plans to issue formal guidance and pursue enforcement actions against investment strategies specifically designed to generate losses that offset ordinary income—a category that includes AQR Capital Management's well-known Delphi Plus framework and similar tax-aware trading approaches adopted across the institutional investment space.

The regulatory concern centers on transaction structures where tax optimization appears to be the dominant purpose rather than a secondary benefit of legitimate investment activity. The IRS has flagged currency transactions and complex structures combining equity swaps with futures contracts as particular areas of focus. While the agency acknowledged that broad stock-focused, long-short strategies can sometimes align with established tax management principles, it expressed specific objection to arrangements where loss generation and tax liability reduction represent the primary driver of trading decisions.

AQR's TA Delphi Plus Fund, which held $6.6 billion in assets as of mid-2026, exemplifies the strategies now facing potential restriction. The fund operates within a broader ecosystem of tax-aware investing that has expanded significantly in recent years. Industry data indicates that tax-aware long-short strategies have attracted more than $150 billion in capital over the past three years. These strategies typically involve maintaining simultaneous long and short equity positions, realizing losses on underperforming holdings for tax purposes while retaining profitable positions, thereby allowing investors to harvest tax benefits while maintaining market exposure. Historically, these approaches focused on reducing capital-gains tax obligations; however, newer iterations increasingly target ordinary income offsets—a more aggressive application that generates federal tax deductions against wages, salaries, and bonuses rather than only investment gains.

AQR has previously stated it modifies its strategies to comply with applicable regulations and guidance. The firm did not comment specifically on the latest IRS announcement. The regulatory signal may have material implications for the $150 billion-plus tax-aware strategy segment, particularly for funds structured to generate ordinary income offsets. Institutional investors holding positions in these vehicles should monitor IRS guidance issuance and potential enforcement actions, which could alter strategy performance and tax treatment retrospectively.

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AlphaMaven summarised this story from the reporting below. Each link opens the original article.

Hedgeweek IRS signals potential crackdown on AQR-linked tax-aware trading strategy