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News

Jon Peddie Research
jonpeddie.com > news > spec-adds-custom-workload-testing-kit

SPEC adds custom workload testing kit

2+ hour, 20+ min ago   (177+ words) SPECapc Chair Jessica Heerboth said the addition gives users the flexibility and framework to gain insight into workloads that matter to them, and called it another way SPEC responds to the needs of its user communities. This release signals a…...

vLLM
recipes.vllm.ai > Qwen > Qwen3.8-27B

Qwen/Qwen3.8-27B — 27B · DENSE · 256K ctx

53+ min ago   (222+ words) 27B-parameter dense hybrid-attention model with linear attention on 48 of 64 layers, a vision tower, a built-in MTP draft head, 262K native context window and extensible to 1M context Fits one Blackwell GPU in every precision: NVFP4 in 24.6 GiB, 6.6M KV tokens at 1M context Qwen3.8-27B is the…...

DEV Community
dev.to > ferztyle > build-an-mcp-server-in-go-part-2-building-the-mcp-tool-layer-4l3m

Build an MCP Server in Go (Part 2): Building the MCP tool layer

2+ hour, 4+ min ago   (1354+ words) Part 1 designs the KubeClient interface this post builds on. If you haven't read it, the short... Tagged with go, kubernetes, devops, mcp....

DEV Community
dev.to > xxxn3m3s1sxxx > how-we-reduced-our-sqlite-database-from-87gb-to-38gb-without-downtime-187g

How We Reduced Our SQLite Database from 8.7GB to 3.8GB Without Downtime

2+ hour, 56+ min ago   (167+ words) Our OpenCode session database had grown to 8.7GB — 1.26 million event rows, most of them redundant state updates. Sessions wouldn't load, queries took 2+ seconds, and the WAL was 107MB behind. Here's how we pruned it live, without downtime, using a multi-agent verification protocol....

DEV Community
dev.to > _156a59a8566fe532e165 > my-fanless-mac-skewed-my-benchmark-by-54-thermal-throttling-and-round-robin-measurement-b45

My Fanless Mac Skewed My Benchmark by 54% — Thermal Throttling and Round-Robin Measurement

2+ hour, 40+ min ago   (292+ words) While measuring how my search engine scales with thread count (results in the companion article, I threw away my entire first data set. Here's why — and if you ever benchmark anything on a fanless laptop, this is not someone else's…...

DEV Community
dev.to > coolnico > eight-locales-and-no-server-internationalizing-a-static-nextjs-site-54jh

Eight locales and no server: internationalizing a static Next.js site

5+ hour, 37+ min ago   (361+ words) Last month I rebuilt a small website I run. Static export, eight languages, hosted on Cloudflare Pages — free, fast, and nothing to patch. The catch: static export and i18n don't fight each other, but they change how you think about a…...

DEV Community
dev.to > rexreus > architectural-resilience-mitigating-v8-memory-leaks-and-redis-cache-stampedes-4jcb

Architectural Resilience: Mitigating V8 Memory Leaks and Redis Cache Stampedes

6+ hour, 11+ min ago   (1183+ words) Project Overview The project is a personal high-throughput e-commerce storefront API built with Next.js Server-Side Rendering (SSR) and Redis for distributed caching. The system was designed to handle high-concurrency traffic during simulated flash sales. However, as the traffic volume…...

DEV Community
dev.to > zkasuran > one-tool-call-counted-twice-a-google-genai-streaming-double-dip-in-sentrys-js-sdk-4l4p

One tool call, counted twice: a Google GenAI streaming double-dip in Sentry's JS SDK

6+ hour, 37+ min ago   (386+ words) Summer Bug Smash: Clear the Lineup 🐛🛹 This is a submission for DEV's Summer Bug Smash: Clear the Lineup powered by Sentry. When you call @google/genai in streaming mode and the model asks to run a tool, Sentry's JavaScript SDK…...

Medium
medium.com > @sebuzdugan > three-out-of-every-four-layers-have-no-kv-cache-at-all-acff9c343ed3

Three Out of Every Four Layers Have No KV Cache at All

3+ hour, 3+ min ago   (33+ words) Qwen3.8–2.4T-A95B is 2.4 trillion parameters with 95 billion active, a 262k native context that stretches to 1.01 million tokens. The …...

Medium
medium.com > @ghostkatdev > monorepos-in-python-vs-javascript-similar-idea-different-mechanics-7dfa1b18a2e9

Monorepos in Python vs JavaScript: Similar Idea, Different Mechanics

3+ hour, 20+ min ago   (24+ words) Photo by https://unsplash.com/@iamrohitchoudhari Monorepos are common in modern JavaScript development, particularly when working …...