When the same function produces different data sets based on device age, how do you maintain consistency across decades?
INNOVATION
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New TPU Generation Shows 2-3x Performance Improvement Over Ironwood
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Huge improvements over Ironwood TPU’s (2-3x), can’t wait to see Gemini in action with these : )
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Google Launches 8th Generation TPU AI Hardware
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TPU’s are a core part of the Google secret sauce, excited to see our 8th generation TPU see the light of day : )
— Logan Kilpatrick (@OfficialLoganK) 22 avril 2026
pic.twitter.com/R4fiT5YvFiTPU’s are a core part of the Google secret sauce, excited to see our 8th generation TPU see the light of day : )
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AI API Costs and Grok Competition Strategy
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Yeah, I think another note to Elon is coming. 🙂 My costs are still too high. But I see why they aren't lowering the costs into the floor. I bet Grok does it here natively someday soon. And these apps don't pull along any advertising, so he loses viewers to a site like
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Recursive Language Models: Expert Q&A with MIT PhD Student
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Ask us your questions about Recursive Language Models (RLMs) & where LMs are underutilized or inefficient. We’ll pick some to feature in an upcoming explainer w/MIT PhD student Alex Zhang (
@a1zhang
), who recently developed RLMs. For more on his work: https://
bit.ly/4vGyLxo -
Edge Platforms Must Support Future Requirements on Legacy Hardware
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The edge platform cannot be purpose-built for today's rules alone. It must accommodate new requirements running on hardware installed years earlier.
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Google TPU 8t and 8i: New AI Hardware for Training and Inference
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TPU 8t, optimized for training and TPU 8i, optimized for inference. Looking good!
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5 Agent Design Patterns for Long-running AI Agents
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Just SHIPPED new X Article: 5 Agent Design Patterns for Long-running AI Agents. Build agents that run for days without interruption with Google's new Agent Platform.
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Higgsfield Marketing Studio: AI advantage for builders
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For the builders who HATE marketing, @Higgsfield Marketing Studio is your unfair advantage start here:
→ https://
higgsfield.ai/marketing-stud
io-intro
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Building AI News Site Costs: API and Token Fees Reality
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And, yes, building a site like https://
alignednews.com/ai costs about $100 a day in API fees, and another $50 in AI token fees. Not cheap, and I can't afford to do it forever without having sponsors or customers paying for the newsletter, which I'll start up soon. But there are a