AI News
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Andrej Karpathy Open-Sources 'Autoresearch': A 630-Line Tool for Autonomous ML Experiments
Andrej Karpathy released autoresearch, a 630-line Python tool enabling AI agents to autonomously optimize ML models on single GPUs, achieving a 19% validation improvement in real-world tests.
AI News Weekly Summary: Mar 01 - Mar 08, 2026
Organizations must secure LLM deployments to comply with EU AI Act Article 10, using tools like TradeApollo ShadowScout to mitigate... | Redundant features in regression models increase coefficient instability by 2.6x and create silent failure points through feature drift. | Eliminate 'app sprawl' i...
Deep Dive: Proxmox Cluster Synchronization via Corosync and pmxcfs Internals
Proxmox ensures cluster consistency using an in-memory SQLite database and Corosync’s Totem protocol, where system disk fsync latency directly impacts node stability. Benchmarks show SSDs hitting 3,000+ fsync/s while USB sticks struggle at 50, highlighting a critical hardware requirement for cluster reliability.