Week 2 • January 7, 2026

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AI-curated actuarial intelligence

This week: Reinsurance market cooling, Gallagher acquires First Actuarial, Jackson Financial launches captive reinsurer, and diffusion models enter loss reserving.

📰 Industry News

🔬 Research Spotlight

🎯 FEATURED • Actuarial Methods

Probabilistic Loss Reserving Prediction Via Denoising Diffusion Model

B Choy, J Gao • Insurance: Mathematics and Economics, 2026

A novel approach to predicting loss reserves using diffusion models. The method treats run-off triangles as graphical representations, capturing interconnections between development periods.

Why it matters: Diffusion models (the tech behind DALL-E) applied to loss reserving—potential paradigm shift in uncertainty quantification.