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Applied AI·October 18, 2026·1 min read

Meta Says Claude AI Tool Triggered No Kings Instagram Suspension

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Automated trust-and-safety that can pull down an activist account at the peak of demonstrations is now a material reputational and policy risk, not just a UX bug. If your product touches speech or organizing, you need explicit escalation paths and human review thresholds for high-sensitivity entities before you scale AI moderation further.

Applied AI

'The GPU never reads the same text twice': Belgian startup Corbenic wants to turn your server's SSD into AI memory, but its 14x speedup owes more to reading less

The real story in Corbenic’s claimed 14x speedup is not magic SSDs as “AI memory” but smarter cache reuse and avoiding redundant GPU reads. For teams running vLLM, SGLang, or Llama.cpp at scale, the next efficiency frontier is software-level KV cache orchestration across cheap storage tiers, not just buying more HBM.