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DeepSeek Just Made AI 85% Faster : DSpark, DeepSpec Explained

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DeepSeek just released DSpark, an open-source speculative decoding engine that makes their V4 model 85% faster for free. Meanwhile, Zhipu AI dropped GLM-5.2, an open-weights model that is now within a single percentage point of Anthropic's unreleased Claude Mythos. In this video, Cloud Codes breaks down the system design behind Speculative Decoding, explaining how small "draft" models and large "verifier" models work together to bypass GPU memory bottlenecks. We explore the deep technical architecture of DSpark (Markov heads, confidence schedulers, and zero-overhead scheduling), and how DeepSeek open-sourced their entire pipeline via DeepSpec. We also look at GLM-5.2's new 1-million-token context window powered by IndexShare, and why the global AI race has officially shifted from building smarter models to building faster, cheaper inference layers. If this helped you understand the massive shift in AI infrastructure and system design, subscribe to Cloud Codes for a new tech breakdown every single week! Build, solve, deploy. ā±ļø Video Chapters (Crucial for Google Search Rich Snippets): 0:00 - The Week Open Source Beat the Frontier 1:05 - How Speculative Decoding Actually Works 2:46 - Inside DSpark: How DeepSeek Got 85% Faster 4:59 - DeepSpec: The Open Source Toolkit 6:00 - GLM-5.2 Explained (1-Million Token Context) 7:13 - The Gap to Claude Mythos is Now 1% 8:03 - The Real Moat: Inference vs Intelligence 8:49 - Honest Caveats & Final Verdict šŸ”— Concepts & Sources Covered: DeepSeek V4 & DSpark (Speculative Decoding) : https://github.com/deepseek-ai/DeepSpec/blob/main/DSpark_paper.pdf Zhipu AI GLM-5.2 & IndexShare Attention Anthropic Claude Mythos (Rumored Closed Frontier) Speculative Decoding (DFlash vs Eagle) vLLM, SGLang, and Open Source AI Inference #DeepSeek #SpeculativeDecoding #ArtificialIntelligence #ClaudeMythos #SoftwareEngineering #CloudCodes šŸ‘‡ SUBSCRIBE & WATCH NEXT Subscribe for a new systems deep-dive every week: https://www.youtube.com/channel/UC0DZj1PNa_Fp0MU6uPSKv5w?sub_confirmation=1 šŸ“± CONNECT WITH US Twitter/X: x.com/cloud_codes Join our developer community: discord.gg/HVnH9SY48 User Queries: what is speculative decoding ai deepseek dspark explained glm 5.2 vs claude mythos how to run deepseek v4 faster deepspec deepseek open source toolkit how does speculative decoding work vllm vs sglang speculative decoding glm 5.2 1 million token context qwen gemma deepspec fine tuning ai inference speed optimization cloud codes system design ai

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