Paper page - Useful Memories Become Faulty When Continuously Updated by LLMs
… More surprisingly, even when consolidating from ground-truth solutions, GPT-5.4 fails on 54% of a set of ARC-AGI problems it had previously solved without memory. …
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Paper page - Mela: Test-Time Memory Consolidation based on Transformation Hypothesis
…Lungchuan Chen Abstract A memory-augmented transformer architecture called Mela incorporates hierarchical memory modules inspired by human memory consolidation processes, enabling improved long-context language modeling through multi-granularity memory representations. AI…
Another GTA 5 multiplayer mod service is shutting down as Take-Two and Rockstar push to consolidate modding around FiveM
… Take-Two and Rockstar have been quite vocal in the past about wanting to get all of GTA 5 and Online's modding under one roof, with Rockstar-approved mod tools being rolled out too. …
Yahoo Japan’s consolidating 164 OpenStack clusters into one
… Japan’s owner consolidating 164 OpenStack clusters into one Customizations are causing pain so new cloud will stick to upstream cuts of the open source stack LY Corporation, the Japanese web giant that dominates messaging, e-commerce and payments in many Asian countries, has revealed it is replacin… …
Discussions and forums
No PCI-E slot? No problem (some Lenovo tiny love)
Setting up a new 10” rack and trying to consolidate my media server into something more size appropriate, which meant dumping my big mATX motherboard for one of the tiny 1L options… I picked up an 11th gen M70Q for next …
Show HN: Cyoda-go – application platform in Go without the Temporal/Kafka glue
This started out as an experiment. Reading Simon Willison's blog on where StrongDM was going with dark factories and Digital Twin Universeshttps://simonw.substack.com/p/how-strongdms-ai-team-build-se...I got thinking tha…
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Consolidate your GitLab stack with Gitaly on Kubernetes
…What Gitaly on Kubernetes means for you If you're running GitLab in hybrid mode — with some components on Kubernetes and Gitaly on VMs — you can now consolidate your infrastructure by moving…
Maximize AI Infrastructure Throughput by Consolidating Underutilized GPU Workloads | NVIDIA Technical Blog
… Our hypothesis Consolidating ASR and TTS workloads on a single GPU preserves latency and jitter while freeing compute for additional LLM instances. …
Compute Defines Scale: How MediaKind and AMD Are Rethinking Video Infrastructure from On‑Prem to Cloud
… MediaKind‑modeled deployment scenarios show that consolidating software‑defined video workloads on EPYC CPU‑based servers can substantially reduce physical headend footprint, depending on workload mix, redundancy requirements, and codec profiles. …
The Sideload 026: Ecosystems and the outrage trap
…This week, Will welcomes Ryne Hager, former blogger and VP of US Operations at Muse Per Se, to discuss modern tech ecosystems, the consolidation of the entire internet, feeling upset online, and…
Shrink Rack Space and Reduce Power Consumption in your Data Center
Shrink Rack Space and Reduce Power Consumption in your Data Center Modernize your data center with AMD EPYC™ server processors and you could drastically reduce your rack footprint and power consumption to…
Terafab's Cost Could Reach $119 Billion as First Phase Starts at $55 Billion
… The idea behind Terafab is that consolidating these processes could accelerate development by allowing engineers to design, test, and revise chips with fewer delays, essentially enabling rapid prototyping. …