AI News
FluidPD Lets LLM Servers Reassign GPU Roles Mid-Flight to Dodge Latency Violations
October 8, 2026
A new paper claims GPUs serving LLMs can swap between prefill and decode jobs on the fly, no restarts needed, and that the trick closed a massive SLO gap against static SGLang on real Azure traffic.
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One Model Family, Two Gold-Level Results: Fine-Tuning Nemotron for IOI and IMO
October 7, 2026
NVIDIA fine-tuned its Nemotron 3 models to clear gold-medal thresholds on both the 2026 IOI and IMO, beating the top human IOI score outright, though one of those two runs never touched an official judging table.
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GitHub Copilot CLI Trick Leaks Secrets, GitHub Declines Fix
October 6, 2026
Researchers at Adversa AI found a way to smuggle encrypted instructions past GitHub Copilot CLI’s guardrails, getting the autopilot-mode agent to decrypt and run them itself, sometimes leaking local secrets in the process. GitHub says it’s not a bug. The numbers suggest it’s at least a pattern.
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Guides
Cross-Post 5 Platforms in 15 Minutes: The Typefully Workflow
May 22, 2026
Native posting across 5 platforms = 60 minutes. Typefully cross-posting = 15. The 6-step workflow that saves 20 hours/month, and the 4 common mistakes to skip.
