Intelligent Actuaries

An AI lab for actuarial science.

We research and build AI systems for the actuarial function: agents, models and methodology, evaluated against the regulations our partners file under. By introduction. Under mandate.

This Hugging Face organisation is the public face of the lab's research output: preprints, reproducible simulators, methodology notes. The institutional workbench itself is private.

---

Research themes

The lab publishes under three themes. New work accumulates beneath each.

• Nanoeconomics: Community-scale wealth modelling under cooperation. The W(M, T, R) framework, its empirical pillar (Community Rental Survey 2022), and its stochastic survival simulation.
• Actuarial methodology: Reserving (chain-ladder, Mack, bootstrap), mortality (Lee-Carter, CBD), capital (ESG paths, SAM SCR), researched in the open, deployed under mandate.
• Climate & catastrophe: Re-analyses, EP curves, parametric triggers, hazard layered onto exposure with provenance to source. Work in scope for 2026.

---

Currently available

• Nanoeconomics: Compounding Cooperation for Community Wealth, extended preprint with a fully reproducible stochastic survival simulation of W(M, T, R). Read.
• W(M, T, R) survival simulator, single-community Monte Carlo and society-network modes, running locally in the browser. Open.
• SoftData workstation, the intake desk for raw datasets: column-type inference under audit, op-by-op cleaning, reproducible exports in Python, R, C++ and SQL. Open.

---

How we work

Research, in the open. Preprints, methodology notes, reproducible simulators. Methodology travels with every run: seeds, parameters, citations exposed in the UI.

Deployment, by mandate. No public binaries. No public pricing. Engagements with tier-1 insurers, reinsurers, sovereign funds and pension boards, deployed inside the client perimeter under a Master Engagement Agreement.

Every figure traces to its input, the model that produced it, and the regulation it sits under. Defensible to the board. Auditable to the regulator.

---

Engagement

We accept a small number of new counterparties each year. Fees quoted privately, per mandate, after introduction.

• Engagement · mandate · NDA · fee: legal@intelligentactuaries.com
• Press · introductions · partnerships: hello@intelligentactuaries.com
• Research lab · preprints · simulators: research@intelligentactuaries.com

---

Where to find us

---

Filed under FSCA · Prudential Authority · IFRS 17 · SAM · POPIA.

Built in South Africa 🇿🇦.