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Excel-based tariff calculators remain a cornerstone of actuarial work in life insurance, and in early 2026 we showed in our first EAA web session 'From Excel Tariff Calculators to LLM-Powered Python Code', how Large Language Models (LLMs) can help to port them into structured Python code. The feedback was encouraging, and the field has moved forward quickly since then. Tools have matured, reasoning quality has improved, and, most importantly, the working practice has shifted from a single actuary prompting an LLM into an orchestrated collaboration between actuary and AI agents.
This second edition takes that step forward. Instead of a craftsmanship-style workflow, we present an industrial, agent-based pipeline for calculator porting: structured extraction from Excel and VBA, preparation of actuarial context, LLM-driven code and test generation, and built-in quality assurance, all orchestrated so that the actuary keeps the lead and the LLM handles bounded subtasks autonomously. The pipeline itself has been built inside the DAV (German Association of Actuaries) working-group context on AI-assisted calculation-engine development.
Participants will see the framework in action on a real-life insurance tariff calculator, from raw Excel input to a ported Python module with a matching test harness. We will not only show the happy path, but also the places where quality control hooks in, how disagreements between LLM-generated output and reference values are resolved, and how the actuary stays firmly accountable for what the pipeline produces.
This web session closes with a hands-on exercise in which each participant uses the pipeline to build a test comparison layer for a given piece of ported code. Because the pipeline is already in place, the LLM focuses narrowly on generating the test framework and the reference calculations needed to validate the port. A well-scoped task that gives participants an immediate, tangible experience of what agentic actuarial work feels like in practice. Early-bird discount is available for bookings made by 16 October 2026. |
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Coming soon... |
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From Deep Learning to Transformers: Foundations of Modern LLMs | 12/13 October 2026
The ORA under IORP II: From EU Landscape to Board Conclusions | 5/6 November 2026
Measuring Intergenerational Fairness and Pensions | 26 November 2026
Explore our website for more information and discover all our upcoming events. For more insights, updates, and a bit of actuarial fun, feel free to follow us on LinkedIn! |


