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Notes from production engagements — architecture decisions, tooling choices, and the tradeoffs behind each build.

The Model Is Not the Product: Shipping Multi-Model AI from Notebooks to Production on AWS
ai / ml aws

The Model Is Not the Product: Shipping Multi-Model AI from Notebooks to Production on AWS

An executive advisory firm had proprietary, fine-tuned AI models trapped in Colab — manual, fragile, single-researcher. Tech Stack Playbook productionized th...

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