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如何把 ASP-NET Core WebApi 打造成 Mcp Server
前言    MCP (Model Context Protocol) 即模型上下文協議目前不要太火爆了,關於它是什麼相信大家已經很熟悉了。目前主流的 AI 開發框架和 AI 工具都支持集成MCP,這也正是它的意義所在。畢竟作爲一個標準的協議,當然是更多的生態接入進來纔會有意義。使用 MCP 我們可以把Tools調用標準化,這意味着我們可以忽略語言、框架快速把工具融合到不同的模型中去。現在,如何把現 ⌘ Read more

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Agent 記憶系統:6 大核心操作全景解讀
自 LLM 進入 Agent 時代,如何處理人機交互的歷史信息和狀態,一直是學術前沿思考的核心問題。因此,記憶模塊(Memory)也就成爲了研究重點。以往研究的缺憾在於:關注記憶在特定任務中的應用。如:記憶存儲、檢索或基於記憶的生成,卻忽視了記憶動態變化背後的原子操作。 如何通過記憶增強模型的上下文理解能力。未深入研究記憶如何在不同時間尺度上進行整合、更新和遺忘,導致無法全面理解記憶在複雜交 ⌘ Read more

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給 MCP 加上 RAG,工具準確率提升 200-,起飛~
大型語言模型(LLMs)在有效利用越來越多的外部工具(如模型上下文協議(MCP)所定義的工具)方面存在困難,這是由於提示膨脹和選擇複雜性造成的。因此引入了 RAG-MCP,這是一個檢索增強生成框架,通過卸載工具發現來克服這一挑戰。提示膨脹與 MCP 壓力測試提示膨脹問題:隨着可用的 MCP(Model Context Protocol)服務器數量增加,將所有工具描述包含在單個提示中會導致提示過長, ⌘ Read more

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Zig 編譯器的開發調試流程
最近一段時間給 Zig 編譯器解決了幾個 Bug,基本上把 Zig 編譯器的開發調試流程給掌握了。因爲 Zig 編譯器開發調試的相關文檔很少,自己也在剛開始時也碰到了些問題,花了點時間摸索。因此整理了一篇文檔,分享出來,給有興趣給 Zig 編譯器修復 Bug、增加特性的軟件工程師們做參考。Zig 編譯器主要是由 Zig 語言寫的,現在已經完成了自舉。目前使用的後端有 LLVM,以及 Zig 語言的 ⌘ Read more

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Rockstar Games share fresh trailer for Grand Theft Auto VI
Rockstar Games has shared a new trailer for Grand Theft Auto VI, just days after delaying the game until May 2026. This latest video has been watched online 475 million times across platforms. ⌘ Read more

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Google Disputes Apple VP’s Claim of Safari Search Traffic Decline
Google has issued a rare public statement seemingly contradicting Apple senior VP Eddy Cue’s courtroom testimony that Safari browser searches declined for the first time in April 2025.

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Cue’s comments, made during the ongoing U.S. Justice Department antitrust lawsuit against Google, triggered a 7.51% drop in Google’s stock price on Wedn … ⌘ Read more

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How to Increase VRAM Allocation on Apple Silicon Mac
Advanced Mac users may wish to manually increase the VRAM allocation on their Apple Silicon Mac for performance reasons when engaging in graphics intensive tasks like running LLMs locally, AI models, or any graphics heavy applications, whether for gaming or video editing. This is possible because Apple Silicon chips offer unified memory architecture, meaning the … [Read More](https://osxdaily.com/2025/05/07/how-to-increase-vram- … ⌘ Read more

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‘I don’t see how it doesn’t happen’: Apple eyes giant change to devices
Apple is “actively looking at” revamping the Safari web browser on its devices to focus on AI-powered search engines, a seismic shift for the industry hastened by the potential end of a longtime partnership with Google. ⌘ Read more

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Home Assistant 2025.5 released
Version\
2025.5 of the Home Assistant home automation system has been released.
With this release, the project is celebrating two million active
installations. Changes include improvements to the backup system, Z-Wave
Long Range support, a number of new integrations, and more. ⌘ Read more

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Tiliqua Brings FPGA-Based Audio and Visual Tools to Eurorack Systems
Tiliqua is a modular FPGA-based platform for Eurorack systems, launched on CrowdSupply. It supports real-time audio and video synthesis using open-source tools like Amaranth HDL, offering more flexibility and performance than typical microcontroller-based modules. The platform uses the “SoldierCrab” FPGA System-on-Module, which integrates an LFE5U-25F FPGA, PSRAM, a USB PHY, and SPI flash. This module […] ⌘ Read more

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HydraLink Offers Open USB-to-Automotive Ethernet Interface for Testing and Diagnostics
HydraLink is now available on CrowdSupply as a compact and open-source USB-to-Automotive Ethernet adapter intended for engineers, researchers, and others working with in-vehicle networks. It supports both 100BASE-T1 and 1000BASE-T1 over single-pair Ethernet, enabling direct access to automotive Ethernet without the need for media converters or additional lab equipment. Hy … ⌘ Read more

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[$] Hash table memory usage and a BPF interpreter bug
Anton Protopopov led a short discussion at the 2025 Linux Storage, Filesystem,
Memory-Management, and BPF Summit about amount of memory used
by hash tables in BPF programs. He thinks that the current memory layout is
inefficient, and wants to split the structure that holds table entries into two
variants for different kinds of maps. When that proposal proved
uncontroversial, he also took the chance to talk about a bug in BPF’s call
instruction. ⌘ Read more

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CNCF Announces Speakers and Sessions for KubeCon + CloudNativeCon India
Second annual India event to spotlight developer innovation and cloud native leadership Hyderabad, India, 7 May, 2025– The Cloud Native Computing Foundation (CNCF), which builds sustainable ecosystems for cloud-native software, today announced the keynote speakers and… ⌘ Read more

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10 Years in Cloud Native: TOC Restructures Technical Groups
The CNCF Technical Oversight Committee (TOC) is the technical governing body responsible for maintaining the technical vision of the CNCF. At the time the CNCF was founded in 2015 and as of 2016, there were four… ⌘ Read more

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[$] Debian’s AWKward essential set
The Debian project has the concept of essential\
packages, which provide the bare minimum functionality considered
absolutely necessary (or “essential”) for a system to
function. Packages tagged as essential, and the packages that are
required by the set of essential packages, are always installed as
part of a Debian system. However, Debian’s packaging rules do not
require developers to explicitly declare dependencies on t … ⌘ Read more

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Deepin Desktop removed from openSUSE
The SUSE Security Team has announced the removal of the Deepin
Desktop from openSUSE due to violations of the project’s packaging
policy.

The discovery of the bypass of the security whitelistings via the
deepin-feature-enable package marks a turning point in our assessment
of Deepin. We don’t believe that the openSUSE Deepin packager acted
with bad intent when he implemented the “license agreement” dialog to
bypas … ⌘ Read more

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Security updates for Wednesday
Security updates have been issued by Fedora (incus and nodejs20), Red Hat (freetype, kernel, kernel-rt, libsoup, libtiff, redis, redis:6, and thunderbird), SUSE (apparmor, chromium, grafana, ImageMagick, java-11-openjdk, java-17-openjdk, libsoup, libsoup2, libxslt, opensaml, rabbitmq-server, rubygem-rack-1_6, sqlite3, and thunderbird), and Ubuntu (kernel, libfcgi, libraw, libsoup2.4, linux, linux-aws, linux-aws-5.15, linux-gcp, linux-gke, linux-gkeop, linux-hwe-5.15, linux-ibm, linux-ib … ⌘ Read more

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Technology Where I Belong
When I first started working with technology, it felt like a promise. A promise that we could change the world for the better. As a young developer building Java applications, I was fascinated by how code… ⌘ Read more

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Shazam’s New Viral Chart Tracks Hit Songs Across TikTok, TV, and More
Shazam today announced the launch of its Viral Chart, which lists the fastest-growing songs of the week that were “discovered on screens and socials.”

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“Shazam’s new Viral Chart playlist doesn’t just track TikTok hits—it captures the full spectrum of songs blowing up right now, whether through streaming, socials, TV placements, or that random 2004 banger s … ⌘ Read more

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Millions of People Depend on the Great Lakes’ Water Supply. Trump Decimated the Lab Protecting It.
Anna Clark,  Staff Writer  -  ProPublica

_Stephan: I have been telling you since the Trump Republican Party coup began that one of its most notable features is the rise of American neo-medievalism, in which the wellbeing of the peasants is of little interest. Do you get your water from the Great Lakes? If you do I would do some rese … ⌘ Read more

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‘The universities are the enemy’: why the right detests the American campus
Lauren Lassabe Shepherd, PhD,  Historian and Contrbuting Writer  -  The Guardian (U.K.)

_Stephan: The Republican fascist coup does not like facts. Therefore, they don’t like universities, they don’t like museums, they don’t like public education, they don’t like science, they don’t like a fact-based media, and they actively weaponize and spread misinformation. Here is the lates … ⌘ Read more

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Trump’s Onslaught Hits Staffers at the National Renewable Energy Laboratory
Henry Carnell,  Digital Fellow   -  Mother Jones

_Stephan: The Trump coupsters have no interest in the science of renewable non-carbon energy. In fact, because the carbon energy oligarchs support Trump, there is an active effort by his administration to keep the United States dependent on carbon energy. The result is going to be disastrous for social and individual wellbeing. … ⌘ Read more

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Gaza will be entirely destroyed, Israeli minister says
Jason Burke and Julian Borger,  International Security Correspondent | Senior International Correspondent  -  The Guardian (U.K.)

_Stephan: The fascist Israeli Netanyahu administration’s Palestinian genocide continues without a negative comment from the Trump administration. Probably because the Trump family hopes to profit from what the Israelis have in mind for Gaza after they kill or push out all the Palestinians … ⌘ Read more

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The state of SSL stacks
Willy Tarreau and William Lallemand have posted an extensive white\
paper examining the landscape of the available SSL implementations.

OpenSSL 3.0 performs significantly worse than alternative SSL
libraries, forcing organizations to provision more hardware just to
maintain existing throughput. This raises important questions about
performance, energy efficiency, and operational costs.

Examining alternatives—BoringSSL, LibreSSL, WolfSSL, and
… ⌘ Read more

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The end of the USENIX Annual Technical Conference
On the 50th anniversary of the USENIX organization, its flagship Annual
Technical Conference (ATC) is coming\
to an end.

For the past two decades, as more USENIX conferences have joined
the USENIX calendar by focusing on specific topics that grew out of
ATC itself, attendance at ATC has steadily decreased to the point
where there is no longer a critical mass of researchers and
p … ⌘ Read more

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10 Mind-Blowing Discoveries for Life on Mars
The discovery of extraterrestrial life would be the greatest scientific achievement in history. While lots of science and technology exist that’s crazier in technical terms, finding life has the grandest existential implications. Right now, the best place to find it is Mars. In fact, there are plenty of intriguing life signs and promising environments for […]

The post [10 Mind-Blowing Discoveries for Life on Mars](https://listverse.com/2025/0 … ⌘ Read more

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Grâce aux efforts de tous, le chaos s’installe gentiment
Au moins la France peut-elle s’enorgueillir d’avoir, outre des paysages magnifiques, une situation sociale très… fluide, qui évolue de plus en plus vite. Ce qui est un événement hallucinant un mois donné devient un fait divers cocasse le mois suivant et passe dans la routine le mois d’après. Tenez, prenez par exemple cette amusante histoire […] ⌘ Read more

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The 10 Toughest English Language Words to Pronounce
Nobody ever said English was an easy language to learn. In fact, many people will tell you that it’s one of the hardest languages to learn! Even for those who are native speakers like us, we seem to get surprised nearly every day by the way a word is pronounced or used or whether it […]

The post [The 10 Toughest English Language Words to Pronounce](https://listverse.com/2025/05/07/the-10-toughest-english-language-words-to-pronou … ⌘ Read more

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VP2430 Vault Pro Featuring Intel N150 and 4x 2.5GbE in a Fanless Design
The VP2430 is a compact, fanless network appliance based on Intel’s N-series platform. As part of the Vault Pro series, it builds on earlier models such as the VP2410 and VP2420, introducing incremental enhancements in processing capability, thermal management, and connectivity. This model incorporates the Intel N150 quad-core processor, operating at up to 3.6GHz with […] ⌘ Read more

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現代 JavaScript 異步寫法:不依賴 await,構建高性能異步系統
在 ES6 + 時代,JavaScript 異步編程經歷了重大變革。雖然async/await語法顯著提升了代碼可讀性,但在某些場景下直接操作 Promise 和利用新特性能帶來更精細的控制。1. Promise 鏈式操作fetch(’https://api.example.com/data’)  .then(response =  {    if (!response.ok) throw ne ⌘ Read more

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9-9K Star AI 自動化瀏覽器 Stagehand 穩如「老司機」
Stagehand 是一個結合了 AI 代理、AI 工具和 Playwright 的瀏覽器自動化框架。 核心理念是:讓自動化任務既可控又智能。 與傳統工具不同,Stagehand 不僅僅依賴 AI 代理的 “黑箱操作”,而是通過與 Playwright 的深度結合,賦予開發者對瀏覽器會話的完全控制權。 這意味着,你可以輕鬆應對那些傳統工具難以解決的複雜場景,比如動態 DOM、UI ⌘ Read more

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MySQL 高頻八股——事務過程中 Undo log、Redo log、Binlog 的寫入順序(涉及兩階段提交)
大家好,我是鋼板獸!在上一篇文章中,我分別介紹了 Undo Log、Redo Log 和 Binlog 在事務執行過程中的作用與寫入機制。然而,實際應用中,這三種日誌的寫入是有先後順序的。因此,本篇文章將深入探討它們的寫入順序,以便更好地理解三者與事務的聯繫。涉及的關鍵緩存———-在事務執行過程中,涉及多個重要的緩存機制,理解這些緩存有助於更清晰地掌握日誌的寫入順序:Buffer Po ⌘ Read more

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Refurb iPhone 15 Models Now Available From Apple’s UK Online Store
Apple is selling refurbished iPhone 15, iPhone 15 Plus, iPhone 15 Pro, iPhone 15 Pro Max models to its online store in the United Kingdom, around four months after introducing the discounted models in other European countries.

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The iPhone 15 is priced starting at £589, while the iPhone … ⌘ Read more

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[$] Filtering fanotify events with BPF
Linux systems can have large filesystems; trying to keep up with the
stream of
fanotify filesystem-monitoring notifications for them can be a struggle.
Fanotify is one of a few ways to monitor accesses to filesystems provided by the kernel.
Song Liu led a discussion
on how to improve in-kernel filtering of fanotify events to a joint
session of the filesystem and BPF tracks at the 2025 Linux Storage, Filesystem,
Memo … ⌘ Read more

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Release Candidate of iOS 18.5, MacOS Sequoia 15.5, iPadOS 18.5 Available, Public Release Coming Soon
A release candidate build for iOS 18.5, iPadOS 18.5, and MacOS Sequoia 15.5 is now available for users enrolled in the beta testing programs. For users not in the beta testing programs, what this basically means is that the final versions of these system software releases is coming soon, perhaps even next week. macOS Sequoia … [Read More … ⌘ Read more

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[$] Improving FUSE writeback performance
In a combined filesystem and memory-management session at
the 2025 Linux Storage, Filesystem, Memory
Management, and BPF Summit (LSFMM+BPF), Joanne Koong led a discussion on
improving the writeback performance for the Filesystem in\
Userspace (FUSE) layer. Writeback is how data that is written to the
filesystem is actually flushed to the disk; it is the process of writing
dirty pages from the page cache to storage. The current FUSE
imple … ⌘ Read more

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