Igor Halperin: On the application of reinforcement learning in Finance

Fantastic conversation with Igor Halperin around the application of reinforcement learning into forecasting problem, and the limits to data and understanding the world. 

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Rest Super’s selective approach to PE pays off as program comes of age

Rest Super’s selective approach to PE pays off as program comes of age

A concentrated bet on fewer, better GP relationships is paying off for one of Australia's largest superannuation funds. Built on selective manager and deal selection rather than a broad roster, the A$112 billion ($78 billion) Rest Super delivered private equity returns more than double the peer average last financial year, as the fund proactively courts top-tier PE firms instead of waiting to be approached.

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Innovation pays off at Iowa PERS with an alpha-producing TAA

An internally developed tactical asset allocation at IPERS has produced more alpha than any other active management allocation in the second half of 2025. It's the first time the investment team have gone live with an internal idea that has made money in its early months.

Learning to see with a risk 2.0 lens

What happens if we examine past financial crises through a risk framework that acknowledges the adaptive, interconnected nature of real markets? Researcher at Thinking Ahead Institute Andrea Caloisi explores the application of a 'risk 2.0' framework to historical events. 

Best of 2025

From the DeepSeek-driven reassessment of the US’ AI leadership to the Liberation Day tariffs which plunged global trades into uncertainties, 2025 has tested asset owners’ theses around geopolitical stability, the dominance of the tech sector, and geographical diversification. Here are the top read stories of this year.

How data is dragging infrastructure debt out of the shadows

Infrastructure debt offers asset owners attractive yields and valuable diversification, but it has also been a market long starved of reliable data that is crucial to manage risk.

Europe rearms, defence returns surge, asset owners rethink exposure

Years of hard-line exclusions of the defence industry kept many asset owners out of one of the strongest-performing sectors. Now, as Europe rearms, investors are reworking defence policies – cautiously and under intense scrutiny.

Alaska’s APFC: Why any nudge lower in private equity will be slow progress

As Alaska's APFC mulls trimming its 18 per cent private equity allocation, the reality of getting legacy managers off the books is proving more challenging, according to deputy CIO, private markets Allen Waldrop. In an interview with Top1000funds.com, he also shares his view on secondaries and manager selection. 

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