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Tiny-TSM: Single-GPU Time Series Model Outperforms Giants

Tiny-TSM: Single-GPU Time Series Model Outperforms Giants

Researchers unveil Tiny-TSM, a 23M-parameter foundation model trained on one A100 GPU in under a week that achieves state-of-the-art time series forecasting results. Its synthetic data pipeline and novel normalization technique challenge resource-intensive AI paradigms.

The Enterprise Identity Gap: Why AD Alternatives Still Struggle With Mixed Windows/Linux Environments

A persistent challenge in enterprise infrastructure persists: finding a truly viable self-hosted alternative to Microsoft Active Directory that seamlessly handles Windows domain joining, Linux authentication, and modern protocols like SAML/OIDC. As organizations increasingly operate in hybrid OS environments, the limitations of existing solutions spark debate about sovereignty versus practicality.