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News
Magic Matched DeepSeek V4 Pro Base Quality for $500K, Using 50 Times Less Compute
3+ day, 20+ hour ago (483+ words) DeepSeek V4 Pro, which launched in April 2026 as an open-weight model with 1.6 trillion total parameters and roughly 49 billion active per inference pass, was itself considered unusually compute-efficient for the quality it delivered. Magic's claimed compute for matching it — approximately 1.58 × 10²³ FLOPs — is…...
DeepSeek V4.1-Flash Cuts Agent Memory Costs Fourfold With New Architecture
3+ day, 20+ hour ago (524+ words) The result is a global KV cache of 890 bytes per token — roughly one-quarter of V4-Flash and approximately 1/437th of DeepSeek-V1's per-token global KV cache size from just two years ago. The memory savings come from four distinct architectural changes working…...
Ray Summit 2026: RL Post-Training Forces Open-Source AI Infrastructure to Converge
2+ week, 5+ day ago (462+ words) The two communities showing up in the same building this week is the natural consequence of that interdependency. Passes cost $400 for the two main conference days (which include the vLLM Conference track) and $450 for the full three-day access including Monday's…...