Leonard Bedner(@leonardbedner):Pydantic AI + Monty + a local 27B on my own machine, doing real arithmetic over my real transactions. The model doesn't compute the number, it writes the code that computes it. All through one ledger() function I wrote and control. @samuelcolvin @pydantic Y'all doing the damn thing 💪🏾 Literally just learned about ClassInstance, trying that next.

Leonard Bedner

@leonardbedner

Head of AI Engineering at Betr Health. Building Aegis Stack. 25 years shipping. Code structure is more important than the model. uvx aegis-stack init mvp

加入 June 2025

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Leonard Bedner@leonardbedner

2026.09.05 19:38

Pydantic AI + Monty + a local 27B on my own machine, doing real arithmetic over my real transactions. The model doesn't compute the number, it writes the code that computes it. All through one ledger() function I wrote and control. @samuelcolvin @pydantic Y'all doing the damn thing 💪🏾 Literally just learned about ClassInstance, trying that next.