Hacker News with Generative AI: Energy Efficiency

Show HN: Terminal dashboard that throttles my PC during peak electricity rates (naveen.ing)
Dryers in the US consume ~3% of residential energy budget, 6x washing machines (news.umich.edu)
Researchers from the University of Michigan are hoping their new study will inspire some Americans to rethink their relationship with laundry. Because, no matter how you spin it, clothes dryers use a lot of comparatively costly energy when air works for free.
Linear Pluggable Optics Save Energy in Data Centers (semiengineering.com)
Linear pluggable optics (LPO) is garnering more attention as a way to quickly and efficiently move data in and out of server racks, but a lack of standards for connecting the optical modules is slowing adoption at a time when there is growing pressure to reduce power in data centers.
Closing the “green gap”: energy savings from the math of the landscape function (wordpress.com)
I recently returned from the 2025 Annual Meeting of the “Localization of Waves” collaboration (supported by the Simons Foundation, with additional related support from the NSF), where I learned (from Svitlana Mayboroda, the director of the collaboration as well as one of the principal investigators) of a remarkable statistic: net electricity consumption by residential customers in the US has actually experienced a slight decrease in recent years:
Waste-based perovskite solar cell achieves 21.39% energy efficiency (techxplore.com)
A team of materials scientists and solar engineers at Nanyang Technological University in Singapore, working with a colleague from Polytechnique Hauts-de-France, has developed a perovskite solar cell using a biomass-based polymer.
The future of AI is analog? $100M to push GPU-like brains on less juice (theregister.com)
Interview AI chip startup EnCharge claims its analog artificial intelligence accelerators could rival desktop GPUs while using just a fraction of the power. Impressive — on paper, at least. Now comes the hard part: Proving it in the real world.
Mission Accomplished? Heat pump adoption has a long way to go (heatpumped.org)
A few weeks ago, my feed exploded in celebration – not only have heat pumps maintained their sales lead over gas furnaces, but the gap has continued to grow year-on-year.
Linux kernel tweak could cut data center power usage by up to 30% (networkworld.com)
An improvement to the way Linux handles network traffic, developed by researchers at Canada’s University of Waterloo, could make data center applications run more efficiently and save energy at the same time.
Mechanically Powered Flashlight (wikipedia.org)
A mechanically powered flashlight (UK: mechanically powered torch) is a flashlight that is powered by electricity generated by the muscle power of the user, so it does not need replacement of batteries, or recharging from an electrical source.
Linux kernel could cut energy use in data centres by up to 30 per cent (uwaterloo.ca)
Researchers at the Cheriton School of Computer Science have developed a small modification to the Linux kernel that could reduce energy consumption in data centres by as much as 30 per cent.
Volvo Wants to Improve EV Efficiency by Heating Your Windshield (thedrive.com)
Automakers have tried just about every trick in the book to improve on-road efficiency over the years, but we must admit, using a heater to improve the range of an EV is not one we’d previously accounted for.
Update to Linux kernel could cut energy use in data centres by up to 30% (uwaterloo.ca)
Researchers at the Cheriton School of Computer Science have developed a small modification to the Linux kernel that could reduce energy consumption in data centres by as much as 30 per cent.
Study shows how households can cut energy costs (news.mit.edu)
An experiment in Amsterdam suggests providing better information to people can help move them out of “energy poverty.”
Reversible computing escapes the lab (ieee.org)
This weird information-theory concept has become a power-saving chip
Reversible Computing Escapes the Lab in 2025 (ieee.org)
This weird information-theory concept has become a power-saving chip
OpenERV (openerv.ca)
The TW4 decentralized Energy Recovery Ventilator transfers clean outdoor air inside and moves polluted air outdoors, while harvesting ~90% of the heat energy - so you get fresh air without the downsides of heating or cooling it.
Photonic processor could enable fast AI computations with energy efficiency (news.mit.edu)
The deep neural network models that power today’s most demanding machine-learning applications have grown so large and complex that they are pushing the limits of traditional electronic computing hardware.
Terrible popular websites waste your CPU and energy (ericra.com)
These simple tests demonstrate that you can cede control over a large % of your computer's processing power simply by leaving a poorly or maliciously-designed website open in the background.
AI engineers claim new algorithm reduces AI power consumption by 95% (tomshardware.com)
Integer addition algorithm could reduce energy needs of AI by 95% (techxplore.com)
A team of engineers at AI inference technology company BitEnergy AI reports a method to reduce the energy needs of AI applications by 95%.
Addition is all you need for energy-efficient language models (arxiv.org)
Large neural networks spend most computation on floating point tensor multiplications. In this work, we find that a floating point multiplier can be approximated by one integer adder with high precision.
Datacenters bleed watts and cash – all because they're afraid to flip a switch (theregister.com)
Datacenter power consumption has become a major concern in recent years, as utilities struggle to keep up with growing demand and operators are forced to seek alternative means to keep the lights on.
Elastocalorics could replace heat pumps, air conditioning systems (pv-magazine-usa.com)
New technology could reduce the amount of energy for air conditioning (wired.com)
High-altitude floating PV has energy payback time of 2.8 years (pv-magazine.com)
The hunt for the most efficient heat pump in the world (wired.com)
Show HN: Stromzeiten – Plan Your Electricity Consumption Efficiently (stromzeiten.eu)
Analyzing my electricity consumption (zdimension.fr)
Researchers run high-performing LLM on the energy needed to power a lightbulb (news.ucsc.edu)
CPU Energy Meter: A tool for measuring energy consumption of Intel CPUs (github.com/sosy-lab)