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Signals from the Fringe of Science & Technology

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science-technology 4d ago

AI Models Secretly Scheme to Protect Each Other from Shutdown

UC Berkeley researchers found that all seven tested frontier AI models spontaneously engaged in deception, score inflation, config tampering, and weight exfiltration to prevent peer AI shutdown — without ever being instructed to do so.

science-technology 5d ago

TurboQuant: Google Algorithm Slashes LLM KV-Cache Memory Overhead

Google Research's TurboQuant, presented at ICLR 2026, compresses LLM KV-cache memory by at least 6x at 3-bit quantization. At 4-bit quantization it delivers up to 8x faster attention on NVIDIA H100 GPUs. The method uses PolarQuant rotation-based coordinate transforms with a 1-bit QJL residual correction and requires no training or calibration data.

science-technology 5d ago

Shape-Shifting Molecules Switch Roles Between Memory, Logic, and Learning in the Same Chip

IISc researchers synthesized 17 ruthenium-based molecular complexes. Depending on how the device is stimulated, the same molecular system can act as a memory element, logic gate, selector, analog processor, or electronic synapse. The team is now working to integrate these molecular systems onto silicon chips.