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AWS AWS Management Tools Blog Announcing Live Tail feature for Amazon CloudWatch Logs https://aws.amazon.com/blogs/mt/announcing-live-tail-feature-for-amazon-cloudwatch-logs/ Announcing Live Tail feature for Amazon CloudWatch LogsThink about the following scenarios Do you Secure Shell SSH into multiple application servers or use tail f nbsp command from the terminal sessions and begin tailing log files to debug errors or validate if a process has started correctly or verify application service configuration changes or monitor deployments service impacting changes etc Besides custom application logs do you … 2023-06-15 20:23:40
AWS AWSタグが付けられた新着投稿 - Qiita 【超便利!?】踏み台コンテナすら完全不要でRDSに接続する楽々スクリプトを作ってみた https://qiita.com/hedgehog051/items/47c879a013888decb48d awsreinforce 2023-06-16 05:56:32
Docker dockerタグが付けられた新着投稿 - Qiita Docker Scoutによる脆弱性・依存性のスキャニング https://qiita.com/gtrekter/items/e15a862bd5b0c33069a9 dockerscout 2023-06-16 05:20:41
海外TECH Ars Technica Texas will require parental consent for kids to use social media https://arstechnica.com/?p=1948255 september 2023-06-15 20:21:48
海外TECH MakeUseOf How to Upgrade the Linux Kernel in Ubuntu https://www.makeuseof.com/upgrade-linux-kernel-in-ubuntu/ ubuntu 2023-06-15 20:45:18
海外TECH MakeUseOf How to Convert Canva Slides to PowerPoint https://www.makeuseof.com/convert-canva-slides-to-powerpoint/ powerpoint 2023-06-15 20:30:19
海外TECH MakeUseOf You Can’t Cut and Paste Files on a Mac: Here's What to Do Instead https://www.makeuseof.com/cut-paste-mac-workaround/ fortunately 2023-06-15 20:15:18
海外TECH MakeUseOf How to Use Data Management to Free Space on Your Nintendo Switch https://www.makeuseof.com/how-to-use-data-management-nintendo-switch/ management 2023-06-15 20:01:18
海外TECH DEV Community Security starts before the production deployment https://dev.to/ciscoemerge/security-starts-before-the-production-deployment-3lp7 Security starts before the production deploymentAs a developer you build new features fix bugs and ship code That s what the original job description included Software developers bear additional responsibilities today such as expertise in deploying or securing software You could make a convincing case that security is a production only concern As long as you re working on your features security is not essential yet But what if security issues arise in production These kinds of tickets return to engineering and interrupt everything you re doing While these situations can happen anytime you can play an active role in preventing them in the first placeーthe result Fewer high priority tickets and interruptions In this blog post let s explore tools you can use to be proactive about a class of security incidents What Security Issues are we talking about here Over the last few years companies like GitHub invested heavily in making software more secure Dependabot automatically scans your dependency lists i e package json and submits pull requests if you re using a vulnerable library version Since it s such a low effort workflow developers can quickly patch vulnerable packages as part of their regular workflow In this blog post we want to shed some light on another aspect of software security Production runtime If you re building Docker Images as part of your CI CD workflow this blog post is for you No matter what specific build strategy you use for your images you likely install additional packages to ensure your code runs without issues Insecure Docker Images Have you ever considered the security of the Docker images you run in production If we use the current Ubuntu LTS image it has packages installed docker run rm ubuntu jammy dpkg l wc l Not using Ubuntu Alpine only has preinstalled packages docker run rm alpine latest apk list i wc l If a Docker image has or over installed packages any of these packages could potentially be vulnerable to an attack If you think Ok I ll patch once I see a report in the news like Heartbleed or LogShell you re missing out on most patch opportunities Most severe security vulnerabilities don t get a front page listing on Hacker News There s no need to go through the CVE database manually Instead we can work towards a workflow that resembles GitHub s Dependabot We can scan Docker Images as we build them to find out if there are any vulnerable packages and patch them While we will never achieve security we re getting a step closer with a low overhead process How to scan Docker ImagesIntroducing KubeClarity KubeClarity is an open source project to help you ship more secure software While KubeClarity covers many different use cases let s focus on image scanning for now InstallationCheck out the KubeClarity README to find installation instructions for your specific platform In thistutorial we mainly use the CLI but feel free to install the Dashboard for visualization Scan your ImageTo illustrate image scanning we use this repository containing an example Rust workload with a vulnerable OpenSSL version Run the following command kubeclarity cli scan ghcr io schultyy rust workload input type image o tableNAME INSTALLED FIXED IN VULNERABILITY SEVERITY SCANNERSperl base debu CVE HIGH grypelibgcc CVE HIGH grypelibsystemd debu CVE HIGH grypeopenssl n debu n debu CVE HIGH grypencurses base debu CVE HIGH grypelibudev debu CVE HIGH grypeopenssl n debu n debu CVE HIGH grypelibstdc CVE HIGH grypeopenssl n debu n debu CVE HIGH grypeopenssl n debu n debu CVE HIGH grypelibc bin debu CVE HIGH grypeopenssl n debu n debu CVE HIGH grypelibss debu CVE HIGH grypelibsystemd debu CVE MEDIUM grypelibsystemd debu CVE MEDIUM grypeopenssl n debu n debu CVE MEDIUM grypelibudev debu CVE MEDIUM grypeopenssl n debu n debu CVE MEDIUM grypelibudev debu CVE MEDIUM grypelibsystemd debu CVE MEDIUM grypelibudev debu CVE MEDIUM grypeopenssl n debu n debu CVE MEDIUM grypeopenssl n debu n debu CVE MEDIUM grypelibpcre CVE MEDIUM grypelibgcrypt debu CVE MEDIUM grypelogin CVE LOW grypebsdutils CVE LOW grype Output truncated for brevity The kubeclarity scan command outputs a list of packages for which CVEs have been filed openssl comes up several times with a version that fixes the issue See FIXED IN column Fix Vulnerable PackagesOpen the Dockerfile and move to line Line right now installs a specific openssl version RUN apt get update amp amp apt get install y openssl n debu amp amp rm rf var lib apt lists Update this line to install the latest version according to the kubeclarity cli scan result RUN apt get update amp amp apt get install y openssl n debu amp amp rm rf var lib apt lists It indicated that issues would subsequently be fixed in n debu and n debu Therefore we ll go with the latest version available Let s build a new image docker build t ghcr io schultyy rust workload To verify the issue has been fixed we rerun KubeClarity this time with the LOCAL IMAGE SCAN true variable set We want to scan our local image before pushing verifying that OpenSSL does not have any outstanding vulnerabilities LOCAL IMAGE SCAN true kubeclarity cli scan ghcr io schultyy rust workload input type image o table grep openssl openssl n debu CVE NEGLIGIBLE grype openssl n debu CVE NEGLIGIBLE grype The scan still lists two openssl entries though only with severity of NEGLIGIBLE Therefore the issue has been fixed What s next Check out the KubeClarityGitHub repository to learn about additional use cases and make sure to star the repository 2023-06-15 20:46:23
海外TECH DEV Community Build a SMS Bot that Answers questions over Docs with LangChain in Python https://dev.to/twilio/build-a-sms-bot-that-answers-questions-over-docs-with-langchain-in-python-47fj Build a SMS Bot that Answers questions over Docs with LangChain in PythonThis blog post was written for Twilio and originally published on the Twilio blog With Natural Language Processing NLP you can chat with your own documents such as a text file a PDF or a website Read on to learn how to build a generative question answering SMS chatbot that reads a document containing Lou Gehrig s Farewell Speech using LangChain Hugging Face and Twilio in Python LangChain Q amp ALangChain is an open source tool that wraps around many large language models LLMs and tools It is the easiest way if not one of the easiest ways to interact with LLMs and build applications around LLMs LangChain makes it easy to perform question answering of those documents Picture feeding a PDF or maybe multiple PDF files to a machine and then asking it questions about those files This could be useful for example if you have to prepare for a test and wish to ask the machine about things you didn t understand PrerequisitesA Twilio account sign up for a free Twilio account hereA Twilio phone number with SMS capabilities learn how to buy a Twilio Phone Number hereHugging Face Account make a Hugging Face Account herePython installed download Python herengrok a handy utility to connect the development version of our Python application running on your machine to a public URL that Twilio can access gt ️ngrok is needed for the development version of the application because your computer is likely behind a router or firewall so it isn t directly reachable on the Internet You can also choose to automate ngrok as shown in this article ConfigurationSince you will be installing some Python packages for this project you will need to make a new project directory and a virtual environment If you re using a Unix or macOS system open a terminal and enter the following commands mkdir lc qa sms cd lc qa sms python m venv venv source venv bin activate pip install langchain pip install requestspip install flaskpip install faiss cpupip install sentence transformerspip install twiliopip install load dotenvIf you re following this tutorial on Windows enter the following commands in a command prompt window mkdir lc qa sms cd lc qa sms python m venv venv venv Scripts activate pip install langchainpip install requestspip install flaskpip install faisspip install sentence transformerspip install twiliopip install load dotenv Set up Hugging Face HubThe Hugging Face Hub offers over k models k datasets and k demos people can easily collaborate in their ML workflows As mentioned earlier this project needs a Hugging Face Hub Access Token to use the LangChain endpoints to a Hugging Face Hub LLM After making a Hugging Face account you can get a Hugging Face Access Token here by clicking on New token Give the token a name and select the Read Role Alternatively you could use models from say OpenAI On the command line in your root directory run the following command on a Mac to set the token as an environment variable export HUGGINGFACEHUB API TOKEN replace with your huggingfacehub tokenFor the Windows command check out this blog post on environment variables Now let s build that LangChain question answering chatbot application Answer Questions from a Doc with LangChain via SMSInside your lc qa sms directory make a new file called app py At the top of the file add the following lines to import the required libraries import requestsfrom langchain document loaders import TextLoaderfrom langchain text splitter import CharacterTextSplitterfrom langchain embeddings import HuggingFaceEmbeddingsfrom langchain vectorstores import FAISSfrom langchain chains question answering import load qa chainfrom langchain import HuggingFaceHubfrom flask import Flask request redirectfrom twilio twiml messaging response import MessagingResponseBeneath those import statements make a helper function to write to a local file from a URL and then load that file from the local file storage with LangChain s TextLoader library Later the file will be passed over to the split method to create chunks def loadFileFromURL text file url output file lougehrig txt resp requests get text file url with open output file w encoding utf as file file write resp text load text doc from URL w TextLoader loader TextLoader output file txt file as loaded docs loader load return txt file as loaded docsIn this tutorial the file will be Lou Gehrig s famous speech which is why the output file is named lougehrig txt You could alternatively use a local file Next add the following code for a helper function to split the document into chunks This is important because LLMs can t process inputs that are too long LangChain s CharacterTextSplitter function helps us do this setting chunk size to and chunk overlap to keeps the integrity of the file by avoiding splitting words in half def splitDoc loaded docs split docs into chunks splitter CharacterTextSplitter chunk size chunk overlap chunked docs splitter split documents loaded docs return chunked docsNow convert the chunked document into embeddings numerical representations of words with Hugging Face and store them in a FAISS Vector Store Faiss is a library for efficient similarity search and clustering of dense vectors def makeEmbeddings chunked docs Create embeddings and store them in a FAISS vector store embedder HuggingFaceEmbeddings vector store FAISS from documents chunked docs embedder return vector storeThat makeEmbeddings function will make it more efficient to retrieve and manipulate the stored embeddings to conduct a similarity search to get the most semantically similar documents to a given input which the LLM needs to best answer questions in the following helper function def askQs vector store chain q Ask a question using the QA chain similar docs vector store similarity search q resp chain run input documents similar docs question q return respThe final helper function defines and loads the Hugging Face Hub LLM to be used with your Access Token and starts the request on a similarity search embedded with some input question to the selected LLM enabling a question and answer conversation def loadLLM llm HuggingFaceHub repo id declare lab flan alpaca large model kwargs temperature max length chain load qa chain llm chain type stuff return chaindeclare lab flan alpaca large is a LLM You could use others from Hugging Face Hub such as google flan t xl They are trained on different corpuses and this tutorial uses flan alpaca large because it s faster Lastly make a Flask app using the Twilio REST API to call the helper functions and respond to inbound text messages with information pulled from the text file app Flask name app route sms methods POST def sms resp MessagingResponse inb msg request form Body lower strip get inbound text body chain loadLLM LOCAL ldocs loadFileFromURL LOCAL cdocs splitDoc LOCAL ldocs chunked LOCAL vector store makeEmbeddings LOCAL cdocs LOCAL resp askQs LOCAL vector store chain inb msg resp message LOCAL resp return str resp if name main app run debug True Your complete app py file should look like this import requestsfrom langchain document loaders import TextLoaderfrom langchain text splitter import CharacterTextSplitterfrom langchain embeddings import HuggingFaceEmbeddingsfrom langchain vectorstores import FAISSfrom langchain chains question answering import load qa chainfrom langchain import HuggingFaceHubfrom flask import Flask request redirectfrom twilio twiml messaging response import MessagingResponsedef loadFileFromURL text file url param output file lougehrig txt resp requests get text file url with open output file w encoding utf as file file write resp text load text doc from URL w TextLoader loader TextLoader output file txt file as loaded docs loader load return txt file as loaded docsdef splitDoc loaded docs split docs into chunks splitter CharacterTextSplitter chunk size chunk overlap chunked docs splitter split documents loaded docs return chunked docsdef makeEmbeddings chunked docs Create embeddings and store them in a FAISS vector store embedder HuggingFaceEmbeddings vector store FAISS from documents chunked docs embedder return vector storedef askQs vector store chain q Ask a question using the QA chain similar docs vector store similarity search q resp chain run input documents similar docs question q return respdef loadLLM llm HuggingFaceHub repo id declare lab flan alpaca large model kwargs temperature max length chain load qa chain llm chain type stuff return chainapp Flask name app route sms methods GET POST def sms resp MessagingResponse inb msg request form Body lower strip get inbound text body chain loadLLM LOCAL ldocs loadFileFromURL LOCAL cdocs splitDoc LOCAL ldocs chunked LOCAL vector store makeEmbeddings LOCAL cdocs LOCAL resp askQs LOCAL vector store chain inb msg resp message LOCAL resp return str resp if name main app run debug True On the command line run python app py to start the Flask app Configure a Twilio Number for the SMS ChatbotNow your Flask app will need to be visible from the web so Twilio can send requests to it ngrok lets you do this With ngrok installed run ngrok http in a new terminal tab in the directory your code is in You should see the screen above Grab that ngrok Forwarding URL to configure your Twilio number select your Twilio number under Active Numbers in your Twilio console scroll to the Messaging section and then modify the phone number s routing by pasting the ngrok URL with the sms path in the textbox corresponding to when A Message Comes In as shown below Click Save and now your Twilio phone number is configured so that it maps to your web application server running locally on your computer and your application can run Text your Twilio number a question relating to the text file and get an answer from that file over SMS The complete code can be found here on GitHub What s Next for Twilio and LangChainThere s so much you can do with document based question answering You can use a different LLM use a longer document than a text file containing Lou Gehrig s famous speech use other types of documents like a PDF or website here s LangChain s docs on documents store the embeddings elsewhere and more Other than a SMS chatbot you could create an AI tutor search engine automated customer service agent and more Let me know online what you re building Twitter lizziepikaGitHub elizabethsiegleEmail lsiegle twilio com 2023-06-15 20:33:43
海外TECH Engadget How to find the best gaming console for you in 2023 https://www.engadget.com/best-gaming-console-140057674.html?src=rss How to find the best gaming console for you in There is no such thing as the best game console but figuring out which one is right for you is more in reach There are seven systems that you could reasonably call “current gen and others such as Valve s Steam Deck further muddying the waters Engadget staffers play games on pretty much every console you can think of and a few that you might not have thought about for a very long time For some gamers nothing but the highest specced system will do others just need the cheapest way to play the latest games maybe you value portability over everything or maybe you haven t played in years and are looking for a system that would be the best buy for your family to enjoy together There are endless use cases for a games console and that s why we ve put together this article We ve reviewed and evaluated every console in here some more than once and tried to categorize the “best gaming console for specific needs You ll find picks in here with all of the big players represented and two best high end consoles each for different reasons We hope by the end of this guide you ll be much closer to deciding on the console with the perfect specs and functionality for you Best high end console PSThe PlayStation delivers the most stunning graphics and seamless performance of any current gen gaming console Sony stuck with the traditional hardware upgrade cycle for the PS significantly improving processing power and visual fidelity over the previous generation and introducing a new gamepad packed with immersion mechanics The DualSense Sony s latest controller is a standout feature It offers intense and precise haptic feedback along the grips and has adaptive triggers meaning tension in the R and L buttons changes as players equip various weapons and tools This is something that the Xbox Series consoles simply don t have Meanwhile the PS offers a library of console exclusives including God of War Ragnarök Returnal the Demon s Souls remake Insomniac s Spider Man series every The Last of Us game and re release and a litany of Final Fantasy titles PlayStation Plus Premium the highest tier of Sony s monthly subscription service adds cloud streaming freebies and a catalog of games to download at any time Premium costs a month or annually and there are cheaper tiers with fewer perks in the Plus ecosystem The PS may look a little funny sitting next to your TV but truly it s what s inside that counts And hey that s why companies like dbrand exist Jessica Conditt Senior ReporterBest high end console Xbox Series XThe Xbox Series X is the most powerful gaming console on the market and together with a Game Pass subscription it gives you an almost endless library of titles to dive into including launch day Microsoft releases While we d still like to see more exclusives on Xbox there are major titles on the horizon like Starfield Redfall and the revamped Forza Motor Sport PC gamers may also appreciate cross purchases between Windows and Xbox titles as well as the ability to stream games from the cloud using Game Pass Sure Sony still has a stranglehold on big budget narrative games but the sheer wealth of offerings on Microsoft s platforms ーincluding small indies classic franchises and a ton of great games via EA Play included with Game Pass for PCs and Ultimate ーis staggering It used to be that you d have to stick with the same console all of your friends are using but these days the availability of cross play multiplayer on most titles makes that consideration moot If you want to play Call of Duty with your friends it doesn t really matter if you get an Xbox Series X or PlayStation So the best advice now Base your choice on the exclusives you d like to play as well as the potential subscription benefits If you want to see where Master Chief goes next or are just tired of paying full price for first party games and some indies you ll probably be happiest with a Series X and Game Pass Devindra Hardawar Senior ReporterBest budget console Xbox Series S Game PassThe Xbox Series S packs enough power to play the latest and greatest games but it truly shines as a semi portable Game Pass machine The Series S is a compact console that does not have a disk drive and it typically costs though it s frequently on sale for to This little rectangular baby can play games at resolutions higher than p though it won t hit K and it s less powerful overall than the Series X The Series S also has less storage space than its big sibling and this is its main drawback That s where Game Pass comes in A Game Pass Ultimate subscription unlocks cloud streaming on the Series S as well as PC and mobile devices allowing players to dive into a large library without downloading anything Game Pass Ultimate is a month with the first month for Microsoft has the most reliable cloud network in the business and it s committed to releasing all of its big new Xbox Game Studios titles on Game Pass day one Sony has yet to make such a promise with in house launches on PlayStation Plus Even without Game Pass the Series S is the cheapest way to participate in the Xbox console ecosystem and it ll play every game the Series X can You might just have to delete downloads as you go J C Best for local multiplayer Nintendo SwitchIt s a pity that the rise of online multiplayer meant the death of local options for most gaming consoles ーthat is except for the Nintendo Switch Chalk it up to Nintendo s legacy It s a company that s always prioritized the simple beauty of playing with your friends and family on the couch Be it four players racing against each other locally in Mario Kart or diving into an assortment of mini games in Mario Party you can have a blast using a single Switch hooked up to a TV It s a cinch to connect other controllers to let your friends join ーsomething they ll likely have on hand if they have their own Switch And since it s a portable console you can always play against others over local networks giving you the beauty of being together with friends while also having your own private screen Just try doing that with a PS D H Best couch portable Valve Steam DeckThe idea of a portable console that s primarily used at home might feel counterintuitive but this is actually how a lot of people prefer to play video games and the Steam Deck helped prove it The Steam Deck came out in February and quickly emerged as a popular PC portable for people who wanted to spend time away from their desks but not their Steam libraries It s a chunky handheld gaming console with dual analog sticks and trackpads standard face buttons bumpers and triggers four rear clickers and a inch LCD touchscreen It s big and strangely beautiful and plays most PC games just fine The Steam Deck starts at and tops out at making it relatively affordable in the world of PC portables The Steam Deck is a little too big and battery sucking to be a must have carry on while traveling but it s perfect for cuddling on the couch with a supportive pillow and power outlet nearby J C Best for first time gamers Nintendo Switch LiteNintendo has a history of making tank like portable consoles and the Switch Lite is no exception It s just as fast as its larger sibling but since it has integrated controls you won t have to worry about any Joy cons flying away if it s dropped The Switch Lite s inch screen and smaller frame always makes it easier for tiny hands to hold something I ve found particularly useful as my four year old daughter is finally getting into video games There s a wide variety of child friendly content available on the Switch but we d recommend diving into the classic of library Nintendo titles via the console s online service Kids will ultimately figure out Minecraft on their own but it s up to the older generation to instill the value of proper platforming with Super Mario Bros D H Best for commuting Nintendo Switch LiteThe Switch Lite is by far the cutest handheld gaming console on the market today and this is just one reason it s ideal for use in public The Switch Lite is a tiny lightweight handheld with a inch LCD touchscreen and basic gamepad buttons and it s sold in a variety of colorways and special editions It feels natural to pull out while on the bus riding the subway in a waiting room or just hanging out at a cafe bar or park It s a low profile portable that offers a library of engaging games from Nintendo and beyond including exclusive franchises like The Legend of Zelda Pokemon Mario Kart Smash Bros Bayonetta Animal Crossing and Kirby In comparison to the standard Switch the Lite model is sturdier for everyday commutes because it doesn t have detachable controllers and it takes up less space in your bag It s also about cheaper than the larger Switch at J C Best for air travel Nintendo SwitchThe Switch s hardware may be showing its age but it s still the best way to get some gaming in during long flights Having a inch screen or inches with the pricier Switch OLED in your hands makes it easy to ignore annoying seat neighbors countless delays and all of the other indignities of air travel The Switch should also survive for several hours of gameplay and it s easy to charge for longer journeys While the Steam Deck may be tempting it s also so large it ll likely fill up much of your backpack The Switch can still fit alongside your computer and other gear and its game library is so vast you ll never be left wanting for things to play D H Best handheld gaming console for nostalgia Retroid Pocket The Retroid Pocket is an accessible streamlined emulation machine that s capable of handling games from the sixth generation down that s anything up to the GameCube and PlayStation It can even run some PSP games apparently but at this point you re just getting greedy The Retroid Pocket brings classics like Super Mario RPG Metal Gear Solid Final Fantasy IX and so many others to modern audiences and they all look better than ever What s more the Retroid Pocket is an Android based handheld gaming console which means it also works as a hub for cloud streaming through services like Xbox Game Pass Ultimate This little device is tinier than a Switch Lite and it has a inch LCD touchscreen that s smaller than Nintendo s latest handheld but bigger than the screen of a classic Game Boy for what it s worth What s most astonishing about the Retroid Pocket is its price just J C Best console with a large streaming game library Xbox Series X or S For console gamers Microsoft s Game Pass subscription has been a revelation For a month you can play hundreds of games including all of Microsoft s first party software as well as major titles like Monster Hunter Rise and A Plague Tale Requiem Even better Microsoft owned titles are available the day they re released Bump up to the Game Pass Ultimate tier and you ll also get access to cloud gaming which lets you stream select titles to your phone computer and even some TVs The sheer variety of content on Game Pass makes it hard to stomach paying full price for a game ever again Sony s response to Game Pass amounts to an evolution of its PlayStation Plus service Its highest tier Premium offering costs a month and it also gives you access to a large library of titles and cloud streaming But Sony isn t adding first party titles to any PS Plus tier the day they launch ーyou ll either have to pay full price or wait until they get added to the rotation Until Sony caves having release day access to titles makes Game Pass the obviously better subscription service D H This article originally appeared on Engadget at 2023-06-15 20:01:49
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ビジネス 東洋経済オンライン 「住みよさランキング2023」中部編トップ100 激戦エリアの上位には北陸勢が多数ランクイン | 住みよさランキング | 東洋経済オンライン https://toyokeizai.net/articles/-/679918?utm_source=rss&utm_medium=http&utm_campaign=link_back 東洋経済 2023-06-16 05:20:00
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Azure Azure の更新情報 Public Preview: IT Service Management Connector (ITSMC) is now certified with ServiceNow Utah version https://azure.microsoft.com/ja-jp/updates/public-preview-it-service-management-connector-itsmc-is-now-certified-with-servicenow-utah-version/ Public Preview IT Service Management Connector ITSMC is now certified with ServiceNow Utah versionThe ITSM connector provides a bi directional connection between Azure and ITSM tools to help track and resolve issues faster 2023-06-15 20:59:04

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