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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.
Denmark Reverses Controversial VPN Ban Proposal Amid Privacy Uproar

Denmark Reverses Controversial VPN Ban Proposal Amid Privacy Uproar

The Danish government has withdrawn legislation that would have criminalized VPN usage for accessing geo-restricted streaming content following fierce backlash from privacy advocates. Culture Minister Jakob Engel-Schmidt admitted the proposal's vague wording created 'fundamental misunderstandings' about VPN prohibition intentions. This reversal marks a significant victory for digital rights amid ongoing EU debates about privacy versus copyright enforcement.

RSS vs. Agentic AI Scrapers: The Quiet Battle Over Data Access

A developer's Rust-based news aggregation project highlights the dwindling availability of RSS feeds and raises a critical question: Are traditional web scraping techniques being rendered obsolete by Agentic AI? This exploration examines the shifting landscape of content extraction and its implications for developers.