No Soup For You

Actually — it's not just for you. Gaspatchio is built for actuaries working alongside LLMs, not actuaries replaced by them. The framework is structured so an LLM picking up the codebase produces actuarial code you can read, verify, and sign off on — which is what makes the actuary-plus-LLM workflow tractable instead of a confidently-wrong intern.

Why it works

• Python-native, no proprietary language. AI coding tools are trained on Python; generated code is idiomatic, not a best-guess translation from a vendor DSL.
• Explicit, auditable calculations. Every formula is visible in the code — no hidden framework magic for an LLM to hallucinate around.
• Errors come back in actuarial terms. When code doesn't work, the runtime feedback is in actuarial language — so the next attempt converges instead of thrashing.
• Designed for retrieval. From your editor, gspio docs and gspio knowledge look up API methods and actuarial concepts directly, so the LLM working with you doesn't have to guess.

Modelling with AI → — six areas of modelling expertise, framework knowledge always loaded, searchable knowledge store, ready-to-invoke workflows.