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Explore Ornith 1.0 + DSpark is INSANE : Self-Scaffolding Local AI That Runs 85% Faster with 33,009 views, 1,064 likes, and 57 comments. Experience the impact of this video content that has captured audience attention.

How do you build a frontier-grade AI coding agent that runs 85% faster, entirely on your own local hardware, for zero API cost? It requires stacking two massive breakthroughs: DeepReinforce's new "Ornith 1.0" model, and DeepSeek's "DSpark" speculative decoding framework. In this video, Cloud Codes breaks down the ultimate open-source AI architecture. First, we explore Ornith 1.0—a self-scaffolding AI brain built on Qwen and Gemma that actually taught itself how to plan, use tools, and verify code during reinforcement learning. Next, we dive into DeepSeek DSpark, the MIT-licensed speed layer that uses Speculative Decoding to make local inference up to 85% faster without losing a single drop of intelligence. Finally, we provide a step-by-step tutorial on how to wire Ornith and DSpark into the Claude Code terminal harness using vLLM—giving you a completely private, blazingly fast local coding agent that rivals Claude Opus. ⏱️ TIMESTAMPS: 00:00 A smart brain, in a hand-built harness.. 00:27 Meet Ornith 1.0.. 01:26 Then DSpark — 85% faster.. 02:01 Open, self-scaffolding, on your machine.. 04:21 Propose, solve, reward both.. 06:07 Then, the same week — DSpark.. 07:18 The old trade-off.. 09:45 Three open layers.. 12:10 When the open stack wins.. #localai #deepseek #ornith #systemdesign #softwareengineering #claude #artificialintelligence #cloudcodes #machinelearning 👇 SUBSCRIBE & WATCH NEXT Subscribe for a new systems deep-dive every week: https://www.youtube.com/channel/UC0DZj1PNa_Fp0MU6uPSKv5w?sub_confirmation=1 📱 CONNECT WITH US Twitter/X: x.com/cloud_codes Join our developer community: discord.gg/HVnH9SY48 User Queries : how to run ornith 1.0 locally deepseek dspark speculative decoding claude code local model proxy vllm ornith vs deepseek v4 swe bench self scaffolding ai agents explained how to run local ai coding agents deepreinforce ornith qwen gemma system design ai inference speed open source alternative to claude code deepspec speculative decoding tutorial

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