梦兽编程™AI_SUITE 
Who Draws the Kill Line for AI Models? Stop Letting Benchmarks Replace Engineering Reality
From prompt caching and thinking tokens to long context and inference infrastructure, a practical look at the …
#DeepSeek
DeepSeek Is No Longer Cheap: When the Price Disruptor Starts Charging for Compute
DeepSeek's peak and off-peak API pricing is more than a routine adjustment. It exposes the tension between …
DeepSeek V4 Pro 0813 Released: 1M Context, Official Price Hike Warning
DeepSeek released deepseek-v4-pro (0813) on 2026-08-13: 1M context, 384K max output, $0.435/M input and …
DeepSeek Drops a Bombshell: V3.2-Exp Sparse Attention Mechanism Debuts, API Prices Slashed in Half Again
DeepSeek-V3.2-Exp released with groundbreaking DSA sparse attention technology, 2-3x faster inference, 30-40% …