Learn how to deploy vLLM at scale on Kubernetes with PagedAttention, continuous batching, and tensor parallelism for high-throughput LLM inference. Covers multi-GPU, multi-node strategies and best practices.

#vLLM #Kubernetes #GPU #Large Language Models #Tensor Parallelism

https://dasroot.net/posts/2026/02/deploying-vllm-scale-kubernetes/

Deploying vLLM at Scale on Kubernetes: A Comprehensive Guide

Learn how to deploy vLLM at scale on Kubernetes with PagedAttention, continuous batching, and tensor parallelism for high-throughput LLM inference. Covers multi-GPU, multi-node strategies and best practices.

Technical news about AI, coding and all

yahoo news | Is BlackRock Equity Dividend R (MRDVX) a Strong Mutual Fund Pick Right Now?

**Is BlackRock Equity Dividend R (MRDVX) a Strong Mutual Fund Pick Right Now?**
*Zacks Equity Research – Wed, April 8 2026*

If you are searching for Large‑Cap Value funds, BlackRock Equity Dividend R (ticker MRDVX) is worth a look. The fund, launched in January 2003 and now managed by David Zhao (since 2017), invests in equities with market capitalizations above $10 billion whose share prices are believed to be below intrinsic value. This strategy typically yields low price‑to‑earnings ratios and higher dividend yields, appealing to investors who prioritize stable income over rapid growth. MRDVX currently carries a Zacks Mutual Fund Rank of 1 (Strong Buy), reflecting favorable size, cost, and historical performance metrics.

Performance-wise, MRDVX posted a 5‑year annualized total return of 11.2 % and a 3‑year annualized total return of 14.89 %, placing it in the middle third of its peer group for both periods. Its volatility is modest, with a three‑year standard deviation of 10.81 % (matching the category average) and a five‑year standard deviation of 13.52 % (slightly above the category’s 12.86 %). The fund’s 5‑year beta of 0.73 suggests lower overall market volatility, while a positive alpha of 0.12 indicates the managers have delivered returns modestly above the S&P 500 benchmark on a risk‑adjusted basis. Cost‑wise, MRDVX is a no‑load fund but carries an expense ratio of 1.21 %, higher than the category average of 0.92 %; the minimum initial investment is $100, with no minimum for subsequent contributions.

Read more: https://finance.yahoo.com/markets/stocks/articles/blackrock-equity-dividend-r-mrdvx-110003376.html?fr=sycsrp_catchall

#blackrock #equitydividend #mrdvx #large-capvalue #zacksmutualfundrank

Is BlackRock Equity Dividend R (MRDVX) a Strong Mutual Fund Pick Right Now?

Mutual Fund Report for MRDVX

Yahoo Finance
Fairytale medieval-inspired Ontario house hits the market for under $5 million
There are many large houses in Mississauga.There are also many fancy large houses in Mississauga.But there are very few that look like they were plucked straight out of a medieval fairytale and dropped into the suburbs.The foyer with a stained glass door. And yet… that's exactly what's going on at 1165 Garden Rd.The wine cellar. Located ...
https://www.blogto.com/real-estate-toronto/2026/04/1165-garden-road-ontario/
Anthropic 的 Claude Mythos 與 Project Glasswing

算是昨天的大消息,Anthropic 發表了新的 Claude model,Mythos,本來的 system card 連結 53566bf5440a10affd749724787c8913a2ae0841.pdf 被刪掉了,但 Internet Archive 上有備份:53566bf5440a10affd749724787c8913a2ae0841.

Gea-Suan Lin's BLOG
用 Claude Code 修 NAS 的 ZFS filesystem

這兩天在台灣的 Threads 上面很紅的一則文章,作者 (看起來是 cofounder) 公司的 NAS 掛了,看起來不是壞軌,是遇到 ZFS metadata 故障的問題 (ZFS software bug?),問國內的救援公司大多都沒有辦法處理,最後是自己找了一張 HBA 卡把十二...

Gea-Suan Lin's BLOG

Yahoo Finance | This Vanguard Fund Has Raised Its Dividend 18 Consecutive Years and Most Retirees Still Don’t Own It

This Vanguard Fund Has Raised Its Dividend 18 Consecutive Years and Most Retirees Still Don’t Own It
For retirees who are interested in earning stable dividend income, the Vanguard High Dividend Yield ETF (NYSEARCA:VYM) is a great option. The Vanguard High Dividend Yield ETF currently advertises a 2.37% dividend yield as of February 28, 2026, which is a fairly impressive dividend yield. But there's much more to the story.
VYM earned some attention when it recently increased its quarterly distributions from $0.8417 to $0.9474 per share, and while upping the dividend by a dime per share may not seem like much, that amounts to a 12.56% increase. More importantly, it is far from the first increase. It's part of a consistent pattern of dividend growth. In fact, VYM has increased its dividend from $0.175 at the November 2006 launch to $0.9474 per share today.
This almost 5X increase means investors continue to see their income grow substantially, while enjoying the consistency that the fund offers, as it has also paid dividends every quarter since its launch. VYM also has plenty of other retiree-friendly features, too. The fund is linked to the FTSE High Dividend Yield Index, which offers exposure to hundreds of dividend-paying large-cap companies. In total, VYM has around 559 holdings, so it provides solid diversification with a single purchase. And, its expense ratio of just 0.04% means nearly every dollar of dividend income is available to investors.
So, for retirees interested in VYM, how much income can the dividend fund actually produce? That's going to depend on your investment level. Specifically: A $100,000 position would generate around $2,340 per year in dividend income, a $250,000 position generates around $5,850 per year, and a $500,000 position generates around $11,700 per year.
As you can see, the more you have invested, the greater your potential annual income. And, if the dividend continues to grow at a similar pace to its historical rates since the start of the fund, you can expect your yields to increase generously. In fact, based on the dividend's past growth and reasonable projections for future growth -- which ends up at around 6–7% per year -- a $100,000 position today could produce around $32,000 in dividend income over the coming decade, and could generate an estimated $4,500 in annual dividend income by 2036.
Retirees looking for a durable, low-cost fund that has enjoyed impressive dividend growth should consider whether VYM deserves a place in their portfolio, especially given its low expense ratio. A financial advisor can provide insight into whether this investment is the right one, and can also offer assistance in building a customized portfolio that takes into account your investing timeline and risk tolerance.

Read more: https://finance.yahoo.com/markets/stocks/articles/vanguard-fund-raised-dividend-18-131541484.html

#vanguardhighdividendyieldetf #vym #large-capcompanies #retirees

This Vanguard Fund Has Raised Its Dividend 18 Consecutive Years and Most Retirees Still Don’t Own It

Dividend income can be a great source of income for retirees because dividends provide consistent and predictable cash flow without requiring you to sell...

Yahoo Finance
Bonsai,宣稱 1-bit 的 LLM model

看到的是「Show HN: 1-Bit Bonsai, the First Commercially Viable 1-Bit LLMs (prismml.com)」這則,官網是 https://prismml.com/。 其中 1-bit Bonsai 8B 這個 model 的介紹是這樣: The first commercially viable model with 1-bit weights. Requiring only 1.

Gea-Suan Lin's BLOG
macOS Tohoe (26) 內建的 LLM

看到「Arthur-Ficial/apfel (via)」這個專案,macOS Tohoe 內都有附一個 model,但內建的工具中只有 Siri 會用到他,所以作者就跟 Claude Code 一起刻了一個介面出來: Every Mac with Apple Silicon has a built-in LLM - Apple's on-device foundation model, shipped as...

Gea-Suan Lin's BLOG
Trinity Large Thinking - API Pricing & Providers

Trinity Large Thinking is a powerful open source reasoning model from the team at Arcee AI. $0.25 per million input tokens, $0.90 per million output tokens. 262,144 token context window, maximum output of 80,000 tokens.

記得去關 GitHub Copilot 裡面的 Privacy 設定

從 4/24 開始,GitHub 將會存取你的 private data 當作 AI 訓練用:「Updates to GitHub Copilot interaction data usage policy」。 private 的重點在這: This program does not use: * Content from your issues, discussions, or private repositories at rest.

Gea-Suan Lin's BLOG