Weekly Climate Solutions Digest #18!! 💖🌊✨
https://www.forpeopleandpla.net/weekly-climate-solutions-digest-18/?utm_source=bri-mastodon&utm_medium=social&src=mstdn
Made new test prints on some off-cuts, using a slightly stronger developer solution than usual to see impact on max. depth. The main image (Eagle Creek, Oregon) is using 18% sodium acetate (curve corrected negative), the test strips are of 20% and 15% solutions (both uncorrected). The phone capture doesn't really show the differences too well, but I think I will go for the 18-20% from now on...
(Btw. The original image is here:
Eine gentechnisch veränderte #Alge könnte helfen, #Mikroplastik aus Wasser zu entfernen.
Sie produziert ein flüchtiges Naturöl namens Limonen. Weil sowohl Alge als auch #Plastik wasserabweisend …
I’m pretty sure that if someone is rude enough to wrap their body around ice bullets, they deserve to die.
I mean, can you imagine, you’re a bullet and suddenly this activist scum stops you from flying through the air without a care in the world, and you’re suddenly wrapped up in their tissue and bouncing off their skeleton trying to find your way back to the outside?
Where do these activists get off having bullet absorbing bodies in the first place, what do they expect?
Friends in #Gaza/#Palestine:
Obviously a one-state solution is impossible while Netanyahu still leads #Israel. But could you imagine ever feeling safe in a unitary secular state in which Islamic, Christian, Jewish and other citizens had real equality under the law, if all land seized since 1950 was re…
🧼 Natural peptides from cyanobacteria offer eco-friendly solution to marine biofouling
https://phys.org/news/2026-01-natural-peptides-cyanobacteria-eco-friendly.html
Feeling overwhelmed doesn’t mean you’re broken. It means you’re paying attention.
This space is for anyone trying to engage with a collapsing world without collapsing themselves. 💖 https://substack.com/@bricchapman
Equilibria: Fair Multi-Tenant CXL Memory Tiering At Scale
Kaiyang Zhao, Neha Gholkar, Hasan Maruf, Abhishek Dhanotia, Johannes Weiner, Gregory Price, Ning Sun, Bhavya Dwivedi, Stuart Clark, Dimitrios Skarlatos
https://arxiv.org/abs/2602.08800 https://arxiv.org/pdf/2602.08800 https://arxiv.org/html/2602.08800
arXiv:2602.08800v1 Announce Type: new
Abstract: Memory dominates datacenter system cost and power. Memory expansion via Compute Express Link (CXL) is an effective way to provide additional memory at lower cost and power, but its effective use requires software-level tiering for hyperscaler workloads. Existing tiering solutions, including current Linux support, face fundamental limitations in production deployments. First, they lack multi-tenancy support, failing to handle stacked homogeneous or heterogeneous workloads. Second, limited control-plane flexibility leads to fairness violations and performance variability. Finally, insufficient observability prevents operators from diagnosing performance pathologies at scale.
We present Equilibria, an OS framework enabling fair, multi-tenant CXL tiering at datacenter scale. Equilibria provides per-container controls for memory fair-share allocation and fine-grained observability of tiered-memory usage and operations. It further enforces flexible, user-specified fairness policies through regulated promotion and demotion, and mitigates noisy-neighbor interference by suppressing thrashing.
Evaluated in a large hyperscaler fleet using production workloads and benchmarks, Equilibria helps workloads meet service level objectives (SLOs) while avoiding performance interference. It improves performance over the state-of-the-art Linux solution, TPP, by up to 52% for production workloads and 1.7x for benchmarks. All Equilibria patches have been released to the Linux community.
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GeoStruXer and Bentley used AI with satellite data to cut materials and embodied carbon in a Saudi grain warehouse retrofit—no performance lost.
Regeneration International launched training and standards to help farmers adopt regenerative practices at scale.
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