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Today's topics:

Government documents caught hallucinating citations - A South African government white paper was pulled after AI-style fabricated references were found, prompting suspensions and new AI governance checks.

China backs national AI champions - DeepSeek’s reported $50B valuation talks and Moonshot AI’s new mega-round signal Beijing-aligned capital concentrating into a few Chinese AI leaders amid U.S.-China tech pressure.

Ethernet networking for mega AI clusters - OpenAI and NVIDIA pushed Multipath Reliable Connection as an open spec to keep GPU clusters fed, highlighting networking as the next bottleneck for frontier training.

Inference engines tuned for agents - LightSeek’s open-source TokenSpeed targets lower-latency, higher-throughput LLM inference for coding agents, where long contexts and sustained token flow drive costs.

RL training derailed by inference quirks - ServiceNow found vLLM V1 inference differences could break online RL by skewing token logprobs, underscoring that ‘inference settings’ can change learning outcomes.

AI pricing shifts under agent load - Providers are tightening plans and moving toward usage-based billing as long-running agents blow past flat-rate assumptions, reshaping entitlements, metering, and APIs.

Enterprise AI distribution wars - Alphabet’s reported ‘omnibus’ Gemini licensing talks with major private equity firms show AI labs battling for enterprise distribution at portfolio scale.

Benchmarks for real agent work - New evals like Meta’s ProgramBench and Harvey’s Legal Agent Benchmark aim to measure end-to-end agent performance on complex software and legal workflows, not just short prompts.

Trust, authorship, and AI backlash - Writers are changing style to avoid ‘AI accusations,’ while communities complain about low-effort AI spam—both raising questions about authenticity, moderation, and trust.

World models and robotics reality check - A world-models essay argues robotics progress hinges on hard-to-get real-world interaction data, not just bigger models—tempering hype with operational constraints.

AI ripple effects on PC hardware - PC motherboard sales are reportedly sliding as AI demand crowds out consumer components and raises upgrade costs, showing AI’s supply-chain spillover into everyday tech.

-China-Backed Investors Eye DeepSeek Funding at $50 Billion Valuation
-NVIDIA Opens MRC Multipath RDMA Protocol for Spectrum-X Ethernet AI Networks
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