Rethinking AI Agents on Kubernetes
The article proposes treating Kubernetes Pods as workers rather than complete AI agents. It examines how this shift could provide a more flexible deployment unit for AI agent systems.
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Seasonic Launches 1600W Ruby-Certified PSU
Seasonic has launched the Prime Enterprise RX-1600, described as the world's first 80 Plus Ruby-certified 115V ATX power supply. The 1600W unit reaches up to 95.4% efficiency, with efficiency of up to 95% between 20% and 50% load.
Big Tech Courts Communities for AI Data Centres
Big Tech companies are increasing local public-relations efforts to win support for the data centres needed to expand AI infrastructure. Campaigns reportedly include town halls, tax concessions, and sponsorship of community groups as opposition grows across the United States.
Market Models Unlock Airline Revenue
The article examines how airlines can use market models to optimize pricing across complex, multi-connection journeys. These models can account for demand, seasonality, flight timing, current events, global markets, and competitor activity to identify additional revenue opportunities.
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Qwen KV Precision Shows Real Quality Gaps
A community test on an AMD R9700 with ROCm reports noticeable quality and long-context retention differences between FP16 and q8_0 KV cache for Qwen3.8-27B. FP16 reportedly produces more careful structured output and maintains performance beyond 120k tokens, challenging the assumption that both formats are equivalent.
A Smaller Qwen3.8 Built by Pruning Layers
A community developer created Qwen3.8-23B-Mini-Me by strategically removing layers from Qwen3.8-27B, reducing the model to approximately 22.7B parameters without severe reasoning degradation. The model is reported to work well for coding, agentic tasks, and multi-turn chats, but it has not yet been benchmarked and struggles more with edge cases and underspecified prompts.
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Data Center Backlash Triggers Recall Elections
Growing opposition to data centers is prompting voters to pursue recall elections against local officials who support the facilities. The trend shows that community resistance is becoming a direct political risk for data center expansion.
Samsung’s Fab Expansion Faces Yield Challenges
Samsung’s semiconductor manufacturing roadmap spans four campuses across South Korea and the United States, including Pyeongtaek, Hwaseong, Giheung, and Taylor. The analysis examines how fab execution and yield problems could affect major customer commitments, including a reported $16.5 billion Tesla deal.
Beijing AI Bar Bleeds Cash on Free DeepSeek Tokens
An AI-themed bar in Beijing offers unlimited free DeepSeek coding tokens with a drink priced at about $1.50. The owner says the business is losing money while running local inference on two Nvidia DGX Spark mini-PCs.
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AI Is Taking Jobs—Where Can Workers Go?
In an interview, Llama Ventures partner and Yidao founder Zhou Hang discusses how AI will reshape careers, entrepreneurship, and traditional industries. He argues that workers should develop commercial judgment and seek AI opportunities in overlooked sectors rather than simply compete for shrinking technical roles.