State of the StackMay 3, 20267 min readNSC Architect

Strategic AI Development in 2025: Governance and Frameworks for Scalable ML Teams

An evaluation of spec-driven AI development frameworks against enterprise requirements: governance, auditability, and production-grade deployment contracts.

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Sources

https://acai.sh/blog/specsmaxxing
https://github.com/intel/auto-round
https://mlflow.org/docs/latest/index.html

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