Try it out compared to DGX Spark deepseek-v4-flash-0731 UD-Q4_K_XL draft-dspark
RAM DDR5 4800MT/s x8ch GPU 29tok/s for RTX5090 x1 35tok/s for RTX5090 x2 I want more speed
Memory only starts earning its keep when the answer is outside the window.
Stefania_druga shows exactly where that line sits in "Memory Harnesses for Long-Running Research Agents," on aiDotEngineer's YouTube. Stefania is a Research Scientist at Sakana AI in Tokyo, and she ran
About five hours a day of sustained use, and owning the hardware beats renting it.
Lenovo's July TCO math: self-hosted DeepSeek R1 at 13 cents per million tokens. Same work via API, $2.19. You priced your stack at ten users. Nobody went back.
Be like Elon “we are in the Singularity”
Goes ALL IN: AI hardware and software January 2026 Anthropic cuts off your access to Claude “security concerns” they say aha, ok February: Grok 4.2 is released (delayed) the timeline says it's mid merge xAI with
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