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		<title>Microsoft shuts down Skype after 22 years, shifting users to Teams</title>
		<link>https://goodshepherdmedia.net/microsoft-shuts-down-skype-after-22-years-shifting-users-to-teams/</link>
		
		<dc:creator><![CDATA[The Truth News]]></dc:creator>
		<pubDate>Mon, 05 May 2025 09:11:00 +0000</pubDate>
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					<description><![CDATA[Microsoft shuts down Skype after 22 years, shifting users to Teams Microsoft purchased Skype in 2011 for $8.5 billion Microsoft&#8217;s Skype has finally shut down, concluding its 22-year tenure as the once-dominant internet calling and messaging service. Microsoft acquired Skype in 2011 for $8.5 billion in what was then its largest-ever acquisition. At its peak, [&#8230;]]]></description>
										<content:encoded><![CDATA[<h1 class="headline">Microsoft shuts down Skype after 22 years, shifting users to Teams</h1>
<h2 class="sub-headline">Microsoft purchased Skype in 2011 for $8.5 billion</h2>
<p>Microsoft&#8217;s Skype has finally shut down, concluding its 22-year tenure as the once-dominant internet calling and messaging service.</p>
<p>Microsoft acquired Skype in 2011 for $8.5 billion in what was then its largest-ever acquisition. At its peak, Skype had more than 300 million monthly active users and was synonymous with internet-based voice and video calling. For many, Skype was their first experience of speaking to someone halfway across the world for free, a radical shift from the dominance of telcos and expensive long-distance calls.</p>
<p>The service steadily declined in relevance in recent years, with its active user base shrinking to approximately 36 million by 2023 as competitors such as Zoom, WhatsApp, and Microsoft&#8217;s own Teams platform gained traction.</p>
<p>Teams has since grown to 320 million monthly users, far surpassing Skype&#8217;s remaining user base. The company&#8217;s decision to discontinue Skype is apparently part of a broader effort to prioritize artificial intelligence features within Teams. Employees who worked on Skype will be reassigned to other projects rather than being laid off.</p>
<p>Skype played a key role in popularizing VoIP (Voice over Internet Protocol) technology, enabling businesses and individuals to connect around the world with minimal costs. It also served as an early testbed for AI-powered real-time language translation, a feature Microsoft showcased in a widely publicized demonstration in 2014. However, its frequent UI changes, reliability issues, ill-conceived social media-like features, gradual shift toward enterprise, and inability to keep pace with newer competitors, especially during the COVID-19 pandemic, ultimately led to its obsolescence.</p>
<p>Existing Skype users had until May 5 to migrate their data and contacts to Teams or seek alternative solutions. Skype&#8217;s legacy lives on in the VoIP technology it helped to normalize—but as a product, it stands as a case study in how brand recognition alone can&#8217;t save a stagnant platform.</p>
<p><a href="https://www.macrumors.com/2025/05/06/skype-shuts-down/" target="_blank" rel="noopener">source</a></p>
<h1 class="dusk:text-gray-100 mb-3 px-[15px] font-serif text-3xl font-semibold leading-none text-gray-700 dark:text-gray-100 sm:px-5 md:px-0 md:text-4xl lg:text-5xl">RIP Skype (2003–2025), survived by multiple versions of Microsoft Teams</h1>
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<p>Today is the day: Microsoft has formally shuttered the Skype app and service after announcing in February that Skype was being axed in favor of Microsoft Teams, the company&#8217;s Slack competitor.</p>
<p>The Skype apps have all been advertising the end of the service and pointing users to Teams for weeks now. As of today, if you open the app or navigate to the Skype site, you&#8217;ll be directed to use Teams instead. The last active vestige of Skype is the Skype Dial Pad, which Skype subscribers and members with Skype Credits can still use to make calls to traditional telephone numbers (the Dial Pad is also incorporated into Microsoft Teams Free).</p>
<p>It&#8217;s an unceremonious end for an app that was once synonymous with video calls. Microsoft originally bought Skype for $8.5 billion in 2011; it was also owned by eBay from 2005 to 2009 and by a group of venture capital firms between 2009 and 2011. Ironically, Microsoft bought the app to replace its own first-party communication client at the time, Windows Live Messenger (which itself had grown out of the old MSN Messenger).</p>
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<p>Though not the first software to allow video communication over the Internet, Skype was one of the first recognizably modern peer-to-peer video chatting apps. Created by some of the same developers behind the Kazaa peer-to-peer file-sharing software, Skype was originally released in 2003, at around the same time when increasing broadband Internet availability and better video compression codecs were solving the bandwidth problem.</p>
<p>But as detailed by Wired, Skype lost momentum after the Microsoft purchase, partly due to a redesign that people didn&#8217;t like and partly because upstarts like Zoom were offering new features and better call quality. When the COVID-19 pandemic hit in 2020 and all kinds of office jobs shifted to remote work, it was Zoom and not Skype that was in a better position to become the video-chatting app everyone was trapped in.</p>
<p>Skype has been merging into or being replaced by Teams for years, starting with the end of Skype for Business in 2017, a few months after formally releasing the first version of Teams. Microsoft has pushed Teams aggressively, including it alongside its flagship Office apps and Microsoft 365 service for years. Some regulators believed this was, in fact, <em>too</em> aggressive, and Microsoft decoupled Teams from the other Office apps in 2023 (for the European Union) and 2024 (for everyone else). <a href="https://www.macrumors.com/2025/05/06/skype-shuts-down/" target="_blank" rel="noopener">source</a></p>
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<p><iframe title="Goodbye Skype: Microsoft Shuts Down Iconic Calling App After 20 Years | MS Teams Takes Over | News9" width="640" height="360" src="https://www.youtube.com/embed/UtcVe6caMis?feature=oembed" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></p>
<p>&nbsp;</p>
<p><script type="text/javascript" src="https://video.foxbusiness.com/v/embed.js?id=6367562707112&#038;w=466&#038;h=263"></script><noscript>Watch the latest video at <a href="https://www.foxbusiness.com">foxbusiness.com</a></noscript></p>
<p>Skype is no more, as Microsoft is retiring the once-popular video calling service on Monday.</p>
<p>Shutting down Skype will help the software giant focus on its homegrown Teams service by simplifying its communication offerings, Microsoft announced back in February.</p>
<p><iframe title="Skype shuts down today, urges to shift to Teams: What users need to know | Microsoft" width="640" height="360" src="https://www.youtube.com/embed/a2PdKhk-oiA?feature=oembed" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></p>
<p>To ease the transition from the platform, its users will be able to log into the free version of Teams using their existing credentials, with chats and contacts migrating automatically.</p>
<p>&#8220;Skype has been an integral part of shaping modern communications and supporting countless meaningful moments, and we are honored to have been part of the journey,&#8221; Jeff Tepper, Microsoft president of collaborative apps and platforms, said in a statement.</p>
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<div class="m"><picture><source srcset="https://a57.foxnews.com/static.foxbusiness.com/foxbusiness.com/content/uploads/2020/12/343/192/zoom-working-from-home.jpg?ve=1&amp;tl=1, https://a57.foxnews.com/static.foxbusiness.com/foxbusiness.com/content/uploads/2020/12/686/384/zoom-working-from-home.jpg?ve=1&amp;tl=1 2x" media="(max-width: 767px)" /><source srcset="https://a57.foxnews.com/static.foxbusiness.com/foxbusiness.com/content/uploads/2020/12/672/378/zoom-working-from-home.jpg?ve=1&amp;tl=1, https://a57.foxnews.com/static.foxbusiness.com/foxbusiness.com/content/uploads/2020/12/1344/756/zoom-working-from-home.jpg?ve=1&amp;tl=1 2x" media="(min-width: 768px) and (max-width: 1023px)" /><source srcset="https://a57.foxnews.com/static.foxbusiness.com/foxbusiness.com/content/uploads/2020/12/931/523/zoom-working-from-home.jpg?ve=1&amp;tl=1, https://a57.foxnews.com/static.foxbusiness.com/foxbusiness.com/content/uploads/2020/12/1862/1046/zoom-working-from-home.jpg?ve=1&amp;tl=1 2x" media="(min-width: 1024px) and (max-width: 1279px)" /><source srcset="https://a57.foxnews.com/static.foxbusiness.com/foxbusiness.com/content/uploads/2020/12/720/405/zoom-working-from-home.jpg?ve=1&amp;tl=1, https://a57.foxnews.com/static.foxbusiness.com/foxbusiness.com/content/uploads/2020/12/1440/810/zoom-working-from-home.jpg?ve=1&amp;tl=1 2x" media="(min-width: 1280px)" /><img decoding="async" src="https://a57.foxnews.com/static.foxbusiness.com/foxbusiness.com/content/uploads/2020/12/931/523/zoom-working-from-home.jpg?ve=1&amp;tl=1" alt="Zoom call remote work" /></picture></div>
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<p>Businessman discussing work on video call with team members. (iStock / iStock)</p>
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<p>Those who do not want to use Microsoft Teams Free can export their Skype data. Those who do nothing will have their data deleted in January 2026, Microsoft&#8217;s website says.</p>
<p>Skype first launched in 2003. When Microsoft acquired it in 2011 for $8.5 billion, the service had around 150 million monthly users. When the popularity of Zoom surged during the COVID-19 pandemic in 2020, that number had fallen to roughly 23 million.</p>
<p>The decline was partly because Skype&#8217;s underlying technology was not suited for the smartphone era.</p>
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<p><iframe title="Microsoft Officially Shuts Down Skype After 22 Years, Urges Transition to Teams for Communication" width="640" height="360" src="https://www.youtube.com/embed/5bX9uAodGFM?feature=oembed" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></p>
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<p><iframe title="Microsoft shuts down Skype after two decades" width="640" height="360" src="https://www.youtube.com/embed/upckolTvOqs?feature=oembed" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></p>
<p><a href="https://www.foxbusiness.com/technology/microsoft-shuts-down-skype-after-22-years-shifting-users-teams" target="_blank" rel="noopener">source</a></p>
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		<title>Microsoft AutoGen: Enabling next-generation large language model applications</title>
		<link>https://goodshepherdmedia.net/microsoft-autogen-enabling-next-generation-large-language-model-applications/</link>
		
		<dc:creator><![CDATA[The Truth News]]></dc:creator>
		<pubDate>Sun, 15 Oct 2023 01:37:39 +0000</pubDate>
				<category><![CDATA[⚠️Breaking News⚠️]]></category>
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		<guid isPermaLink="false">https://goodshepherdmedia.net/?p=16304</guid>

					<description><![CDATA[Microsoft AutoGen Build LLM applications via multiple agents AutoGen provides a multi-agent conversation framework as a high-level abstraction. It is an open-source library for enabling next-generation LLM applications with multi-agent collaborations, teachability and personalization. With this framework, users can build LLM workflows. The agent modularity and conversation-based programming simplifies development and enables reuse for developers. [&#8230;]]]></description>
										<content:encoded><![CDATA[<h1>Microsoft AutoGen</h1>
<h2>Build LLM applications via multiple agents</h2>
<p><iframe title="AutoGen FULL Tutorial with Python (Step-By-Step) &#x1f92f; Build AI Agent Teams!" width="640" height="360" src="https://www.youtube.com/embed/V2qZ_lgxTzg?feature=oembed" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></p>
<p><iframe title="AutoGen - Microsoft steps into the AI AGENTS arena" width="640" height="360" src="https://www.youtube.com/embed/zdcCD--IieY?feature=oembed" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></p>
<p>AutoGen provides a multi-agent conversation framework as a high-level abstraction. It is an open-source library for enabling next-generation LLM applications with multi-agent collaborations, teachability and personalization. With this framework, users can build LLM workflows. The agent modularity and conversation-based programming simplifies development and enables reuse for developers. End-users benefit from multiple agents independently learning and collaborating on their behalf, enabling them to accomplish more with less work. Benefits of the multi agent approach with AutoGen include agents that can be backed by various LLM configurations; native support for a generic form of tool usage through code generation and execution; and, a special agent, the Human Proxy Agent that enables easy integration of human feedback and involvement at different levels.</p>
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<h3 id="easily-build-llm-workflows" class="wp-block-heading">Easily build LLM workflows</h3>
<p>With AutoGen, building a complex multi-agent conversation system boils down to:</p>
<ul>
<li>Defining a set of agents with specialized capabilities and roles.</li>
<li>Defining the interaction behavior between agents, i.e., what to reply when an agent receives messages from another agent.</li>
<li>
<h2 id="related-projects" class="wp-block-heading">Related projects</h2>
<p>AutoGen is an open-source, community-driven project under active development (as a spinoff from <a href="https://www.microsoft.com/en-us/research/project/flaml/">FLAML</a>, a fast library for automated machine learning and tuning), which encourages contributions from individuals of all backgrounds. Many Microsoft Research collaborators have made great contributions to this project, including academic contributors like Pennsylvania State University and the University of Washington, and product teams like Microsoft Fabric and ML.NET. AutoGen aims to provide an effective and easy-to-use framework for developers to build next-generation applications, and already demonstrates promising opportunities to build creative applications and provide a large space for innovation.</li>
</ul>
</div>
</div>
<h1>Microsoft AutoGen: Enabling next-generation large language model applications</h1>
<p>&nbsp;</p>
<figure class="wp-block-pullquote">
<blockquote><p><em><strong>&#8220;Capabilities like AutoGen are poised to fundamentally transform and extend what large language models are capable of. This is one of the most exciting developments I have seen in AI recently.”</strong></em></p>
<p><em><strong><cite>Doug Burger, Technical Fellow, Microsoft</cite></strong></em></p></blockquote>
</figure>
<figure class="wp-block-image aligncenter size-full"><a href="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig1.png"><img fetchpriority="high" decoding="async" class="wp-image-969777" src="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig1.png" sizes="(max-width: 1100px) 100vw, 1100px" srcset="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig1.png 1100w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig1-300x149.png 300w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig1-1024x510.png 1024w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig1-768x383.png 768w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig1-240x120.png 240w" alt="Figure 1 shows three shaded boxes, each containing symbols that represent AutoGen agents and the large language models, tools, and humans that comprise them, and illustrates how AutoGen agents can converse to solve tasks. " width="1100" height="548" /></a><figcaption class="wp-element-caption"><em>Figure 1. AutoGen enables complex LLM-based workflows using multi-agent conversations. (Left) AutoGen agents are customizable and can be based on LLMs, tools, humans, and even a combination of them. (Top-right) Agents can converse to solve tasks. (Bottom-right) The framework supports many additional complex conversation patterns.</em></figcaption></figure>
<p>It requires a lot of effort and expertise to design, implement, and optimize a workflow that can leverage the full potential of large language models (LLMs). Automating these workflows has tremendous value. As developers begin to create increasingly complex LLM-based applications, workflows will inevitably grow more intricate. The potential design space for such workflows could be vast and complex, thereby heightening the challenge of orchestrating an optimal workflow with robust performance.</p>
<p>AutoGen is a framework for simplifying the orchestration, optimization, and automation of LLM workflows. It offers customizable and <em>conversable</em> agents that leverage the strongest capabilities of the most advanced LLMs, like GPT-4, while addressing their limitations by integrating with humans and tools and having conversations between multiple agents via <em>automated chat</em>.</p>
<div class="wp-block-spacer" aria-hidden="true">
<p>With AutoGen, building a complex multi-agent conversation system boils down to:</p>
<ul>
<li>Defining a set of agents with specialized capabilities and roles.</li>
<li>Defining the interaction behavior between agents, i.e., what to reply when an agent receives messages from another agent.</li>
</ul>
<p>Both steps are intuitive and modular, making these agents reusable and composable. For example, to build a system for code-based question answering, one can design the agents and their interactions as in Figure 2. Such a system is shown to reduce the number of manual interactions needed from 3x to 10x in applications like <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/OptiGuide" target="_blank" rel="noreferrer noopener">supply-chain optimization<span class="sr-only">(opens in new tab)</span></a>. Using AutoGen leads to more than a 4x reduction in coding effort.</p>
<figure class="wp-block-image aligncenter size-full"><a href="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig2.png"><img decoding="async" class="wp-image-969780" src="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig2.png" sizes="(max-width: 1100px) 100vw, 1100px" srcset="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig2.png 1100w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig2-300x161.png 300w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig2-1024x548.png 1024w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig2-768x411.png 768w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig2-710x380.png 710w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig2-240x129.png 240w" alt="Figure 2 illustrates an example workflow with dotted-line relationships between three AutoGen agents—Commander, Writer, and Safeguard—and how the agents work together to answer code-based questions from users." width="1100" height="589" /><span class="sr-only">(opens in new tab)</span></a><figcaption class="wp-element-caption"><em>Figure 2. An example workflow to address code-based question answering in <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/OptiGuide" target="_blank" rel="noreferrer noopener">supply-chain optimization<span class="sr-only">(opens in new tab)</span></a>. The Commander receives user questions and coordinates with the Writer and Safeguard. The Writer crafts the code and interpretation, the Safeguard ensures safety, and the Commander executes the code. If issues arise, the process can repeat until resolved. Shaded circles represent steps that may be repeated multiple times.</em></figcaption></figure>
<h2 id="capable-conversable-and-customizable-agents-integrating-llms-humans-and-tools" class="wp-block-heading">Capable, conversable, and customizable agents – integrating LLMs, humans, and tools</h2>
<p>AutoGen agents have capabilities enabled by LLMs, humans, tools, or a mix of those elements. For example:</p>
<ul>
<li>One can easily configure the usage and roles of LLMs in an agent (<a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_research.ipynb" target="_blank" rel="noreferrer noopener">automated complex task solving by group chat</a>) with advanced inference features (e.g., <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://microsoft.github.io/FLAML/blog/2023/05/18/GPT-adaptive-humaneval" target="_blank" rel="noreferrer noopener">optimize performance</a> with <a href="https://www.microsoft.com/en-us/research/publication/cost-effective-hyperparameter-optimization-for-large-language-model-generation-inference/">inference parameter tuning</a>).</li>
<li>Human intelligence and oversight can be achieved through a proxy agent with different involvement levels and patterns (e.g., <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/autogen/blob/main/notebook/agentchat_two_users.ipynb" target="_blank" rel="noreferrer noopener">automated task solving with GPT-4 + multiple human users<span class="sr-only">(opens in new tab)</span></a>).</li>
<li>The agents have native support for LLM-driven code/function execution (e.g., <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/autogen/blob/main/notebook/agentchat_auto_feedback_from_code_execution.ipynb" target="_blank" rel="noreferrer noopener">automated task solving with code generation, execution and debugging<span class="sr-only">(opens in new tab)</span></a>, <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/autogen/blob/main/notebook/agentchat_function_call.ipynb" target="_blank" rel="noreferrer noopener">use provided tools as functions<span class="sr-only">(opens in new tab)</span></a>).</li>
</ul>
<p>One straightforward way of using built-in agents from AutoGen is to invoke automated chat between an assistant agent and a <em>user proxy</em> agent. As an example (Figure 3), one can easily build an enhanced version of ChatGPT + Code Interpreter + plugins, with a customizable degree of automation, usable in a custom environment and embeddable in a bigger system. It is also easy to extend their behavior to support diverse application scenarios, such as adding personalization and adaptability based on past interactions (e.g., <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/autogen/blob/main/notebook/agentchat_stream.ipynb" target="_blank" rel="noreferrer noopener">automated continual learning<span class="sr-only">(opens in new tab)</span></a>, <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/autogen/blob/main/notebook/agentchat_teaching.ipynb" target="_blank" rel="noreferrer noopener">teach agents new skills<span class="sr-only">(opens in new tab)</span></a>).</p>
<figure class="wp-block-image aligncenter size-full"><a href="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig3.png"><img decoding="async" class="wp-image-969786" src="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig3.png" sizes="(max-width: 1100px) 100vw, 1100px" srcset="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig3.png 1100w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig3-300x156.png 300w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig3-1024x532.png 1024w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig3-768x399.png 768w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig3-240x125.png 240w" alt="Figure 3 shows the details of a chat between an assistant agent and a user proxy agent to illustrate how AutoGen automates such chats, while seamlessly engaging humans or using tools as needed to complete complex tasks." width="1100" height="571" /></a><figcaption class="wp-element-caption"><em>Figure 3. A user proxy agent and assistant agent from AutoGen can be used to build an enhanced version of ChatGPT + Code Interpreter + plugins. The assistant agent plays the role of an AI assistant like Bing Chat. The user proxy agent plays the role of a user and simulates users’ behavior such as code execution. AutoGen automates the chat between the two agents, while allowing human feedback or intervention. The user proxy seamlessly engages humans and uses tools when appropriate.</em></figcaption></figure>
<p>The agent conversation-centric design has numerous benefits, including that it:</p>
<ul>
<li>Naturally handles ambiguity, feedback, progress, and collaboration.</li>
<li>Enables effective coding-related tasks, like tool use with back-and-forth troubleshooting.</li>
<li>Allows users to seamlessly opt in or opt out via an agent in the chat.</li>
<li>Achieves a collective goal with the cooperation of multiple specialists.</li>
</ul>
<p>AutoGen supports automated chat and diverse communication patterns, making it easy to orchestrate a complex, dynamic workflow and experiment with versatility. Figure 4 illustrates a new game, <em><a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/flaml/blob/main/notebook/autogen_agentchat_chess.ipynb" target="_blank" rel="noreferrer noopener">conversational chess<span class="sr-only">(opens in new tab)</span></a>,</em> enabled by AutoGen. Figure 5 illustrates how AutoGen supports <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat.ipynb" target="_blank" rel="noreferrer noopener">group chats<span class="sr-only">(opens in new tab)</span></a> between multiple agents using another special agent called the “GroupChatManager”.</p>
<figure class="wp-block-image aligncenter size-full"><a href="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig4.png"><img loading="lazy" decoding="async" class="wp-image-969789" src="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig4.png" sizes="(max-width: 1100px) 100vw, 1100px" srcset="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig4.png 1100w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig4-300x169.png 300w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig4-1024x576.png 1024w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig4-768x432.png 768w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig4-1066x600.png 1066w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig4-655x368.png 655w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig4-343x193.png 343w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig4-240x135.png 240w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig4-640x360.png 640w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig4-960x540.png 960w" alt="Figure 4 displays two small chessboards side-by-side, with black and white chess pieces in various positions on each board showing a game in progress, plus a chat between two users, to illustrate how AI, human, or hybrid users can play conversational chess." width="1100" height="619" /><span class="sr-only">(opens in new tab)</span></a><figcaption class="wp-element-caption"><em>Figure 4. An example of a new application enabled by AutoGen: <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/flaml/blob/main/notebook/autogen_agentchat_chess.ipynb" target="_blank" rel="noreferrer noopener">conversational chess<span class="sr-only">(opens in new tab)</span></a>. It can support various scenarios, as each player can be an LLM-empowered AI, a human, or a hybrid of the two. It allows players to express their moves creatively, such as using jokes, meme references, and character-playing, making chess games more entertaining to players as well as observers.</em></figcaption></figure>
<figure class="wp-block-image aligncenter size-full"><a href="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig5.png"><img loading="lazy" decoding="async" class="wp-image-969792" src="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig5.png" sizes="(max-width: 1100px) 100vw, 1100px" srcset="https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig5.png 1100w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig5-300x192.png 300w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig5-1024x655.png 1024w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig5-768x492.png 768w, https://www.microsoft.com/en-us/research/uploads/prod/2023/09/AutoGen_Fig5-240x154.png 240w" alt="Figure 5 shows three shaded boxes, each containing symbols that represent various agents, to illustrate how AutoGen enables dynamic group chats. Each box represents a different step in the three-step process. " width="1100" height="704" /><span class="sr-only">(opens in new tab)</span></a><figcaption class="wp-element-caption"><em>Figure 5. Overview of how AutoGen enables dynamic <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat.ipynb" target="_blank" rel="noreferrer noopener">group chats<span class="sr-only">(opens in new tab)</span></a> to solve tasks: We use a special agent called the Manager that repeats the following three steps—select a single speaker (in this case Bob), ask the speaker to respond, and broadcast the selected speaker’s message to all the other agents.</em></figcaption></figure>
<h3 id="getting-started" class="wp-block-heading"><a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://github.com/microsoft/FLAML/blob/evaluation/evaluation/research_paper/create_ppt.ipynb"><span class="sr-only">(opens in new tab)</span></a>Getting started</h3>
<p><a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://aka.ms/autogen" target="_blank" rel="noreferrer noopener"><u>AutoGen</u><span class="sr-only">(opens in new tab)</span></a> (in preview) is freely available as a Python package. To install it, run</p>
<pre class="wp-block-code"><code>pip install pyautogen</code></pre>
<p>You can quickly enable a powerful experience with just a few lines of code:</p>
<pre class="wp-block-code"><code><span style="color: af71a9;">import</span> autogen
assistant = autogen.AssistantAgent(<span style="color: c9975a;">"assistant"</span>)
user_proxy = autogen.UserProxyAgent(<span style="color: c9975a;">"user_proxy"</span>)
user_proxy.initiate_chat(assistant, <span style="color: 1a5e7c;">message</span>=<span style="color: c9975a;">"Show me the YTD gain of 10 largest technology companies as of today."</span>)
<span style="color: 719d60;"># This triggers automated chat to solve the task</span></code></pre>
<p>Check examples for a wide variety of tasks: <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://microsoft.github.io/autogen/docs/Examples/AutoGen-AgentChat" target="_blank" rel="noreferrer noopener">https://microsoft.github.io/autogen/docs/Examples/AutoGen-AgentChat<span class="sr-only">(opens in new tab)</span></a>.</p>
<h3 id="next-steps" class="wp-block-heading">Next steps:</h3>
<ul>
<li>Use AutoGen in your LLM applications and provide feedback on <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://discord.gg/pAbnFJrkgZ" target="_blank" rel="noreferrer noopener">Discord<span class="sr-only">(opens in new tab)</span></a></li>
<li>Read about the research:
<ul>
<li><a href="https://www.microsoft.com/en-us/research/publication/autogen-enabling-next-gen-llm-applications-via-multi-agent-conversation-framework/">AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework</a></li>
</ul>
<ul>
<li><a href="https://www.microsoft.com/en-us/research/publication/cost-effective-hyperparameter-optimization-for-large-language-model-generation-inference/">Cost-Effective Hyperparameter Optimization for Large Language Model Generation Inference</a></li>
</ul>
</li>
</ul>
<p>AutoGen is an open-source, community-driven project under active development (as a spinoff from <a class="msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall" href="https://microsoft.github.io/FLAML/">FLAML<span class="sr-only">(opens in new tab)</span></a>, a fast library for automated machine learning and tuning), which encourages contributions from individuals of all backgrounds. Many Microsoft Research collaborators have made great contributions to this project, including academic contributors like Pennsylvania State University and the University of Washington, and product teams like Microsoft Fabric and ML.NET. AutoGen aims to provide an effective and easy-to-use framework for developers to build next-generation applications, and already demonstrates promising opportunities to build creative applications and provide a large space for innovation. <a href="https://www.microsoft.com/en-us/research/blog/autogen-enabling-next-generation-large-language-model-applications/" target="_blank" rel="noopener">source</a></p>
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		<title>Amazon, Apple, Microsoft set records with their spending on Washington lobbying</title>
		<link>https://goodshepherdmedia.net/amazon-apple-microsoft-set-records-with-their-spending-on-washington-lobbying/</link>
		
		<dc:creator><![CDATA[The Truth News]]></dc:creator>
		<pubDate>Wed, 01 Feb 2023 13:26:20 +0000</pubDate>
				<category><![CDATA[Corruption Over the Years]]></category>
		<category><![CDATA[Money / Finances]]></category>
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		<category><![CDATA[Tech]]></category>
		<category><![CDATA[Top Stories]]></category>
		<category><![CDATA[Zee Truthful News]]></category>
		<category><![CDATA[Amazon]]></category>
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		<category><![CDATA[Apple]]></category>
		<category><![CDATA[Dirty Washington]]></category>
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					<description><![CDATA[Amazon, Apple, Microsoft set records with their spending on Washington lobbying Dirty Washington and The Dirty Washington lobbists, Their Ultra Elite Rich Puppet Masters Keep the Coffers Fully Parent companies for Facebook and Google also spent big in 2022 amid pressure from lawmakers and regulators Amazon.com Inc., Apple Inc. and Microsoft Corp. set records in [&#8230;]]]></description>
										<content:encoded><![CDATA[<h1 class="article__headline" style="text-align: center;">Amazon, Apple, Microsoft set records with their spending on Washington lobbying</h1>
<blockquote>
<h2 style="text-align: center;"><em><span style="color: #ff0000;">Dirty Washington and The Dirty Washington lobbists,<br />
<span style="color: #008000;">Their Ultra Elite Rich Puppet Masters Keep the Coffers Fully</span></span></em></h2>
</blockquote>
<h2 class="article__subhead" style="text-align: center;">Parent companies for Facebook and Google also spent big in 2022 amid pressure from lawmakers and regulators</h2>
<p>Amazon.com Inc., Apple Inc. and Microsoft Corp. set records in their disclosed annual spending on Washington lobbying last year, as each tech giant shelled out more in a year than it ever has before amid pressure from Congress and the Biden administration.</p>
<p>Amazon AMZN, +2.57% and three subsidiaries shelled out a total of $21.38 million in 2022, above a prior record outlay of $19.32 million in 2021, according to an analysis of disclosures by OpenSecrets.</p>
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<p>Apple AAPL, +0.90% spent $9.36 million, topping its prior annual record of $7.41 million set in 2019 and up sharply from its total of $6.5 million in 2021.</p>
<p>Microsoft MSFT, +2.10% and subsidiary LinkedIn paid out a total of $10.53 million, exceeding the software giant’s earlier peak lobbying spending of $10.49 million in 2013 and its 2021 level of $10.30 million, according to OpenSecrets, which is a research group tracking money in U.S. politics.</p>
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<p>The pressure last year on Big Tech took a variety of forms — from bills of varying severity that targeted the online sale of fake products to a measure that aimed to loosen the control that Apple and Google have on their app stores.</p>
<p>Lawmakers also proposed bills that addressed data privacy or sought to stop platforms from “self-preferencing” their own products, and there were aggressive Federal Trade Commission actions and Justice Department antitrust suits.</p>
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<p>Facebook parent Meta Platforms Inc. META, +1.30% pulled back slightly in its lobbying spending, as its 2022 total was $19.15 million vs. $20.07 million in 2021, according to OpenSecrets.</p>
<p>Google parent Alphabet Inc. GOOG, +1.96% GOOGL, +1.96% shelled out $13.18 million to influence Washington, with seven units disclosing spending. That’s up from $11.89 million in 2021 but still well below the Silicon Valley company’s record outlay of $21.85 million in 2018, which then was followed by a major overhaul of its lobbyist teams.</p>
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<p>Amazon, Meta and Alphabet ranked among the 20 biggest spenders on Washington lobbying in 2022, though they still were far behind the National Association of Realtors, which ranked No. 1 and disclosed paying out $81.74 million. The U.S. Chamber of Commerce ranked No. 2 and spent $81.01 million.</p>
<p>Amazon’s disclosure for last year’s fourth quarter showed it lobbied on a wide range of issues, including immigration, food safety, telehealth and electric vehicles. Apple reported Q4 lobbying on tax reform, copyright issues, climate change and much more, and Q4 issues for Microsoft, Meta and Alphabet included cybersecurity, infrastructure and trade agreements.</p>
<p>The companies didn’t immediately provide comments following requests from MarketWatch.</p>
<p>Meta’s stock has lost 52% over the past 12 months, while Amazon shares have fallen 32%. Microsoft is off 21% in that same period, Alphabet has shed 27%, and Apple is down 18%. The S&amp;P 500 stock benchmark SPX, +1.46% has pulled back 10%.</p>
<p>By <a href="https://www.marketwatch.com/story/amazon-apple-microsoft-set-records-with-their-spending-on-washington-lobbying-11675195030" target="_blank" rel="noopener">Victor Reklaitis</a></p>
<div class="author mobile-scrim hasMenu" data-scrim="{&quot;type&quot;:&quot;author&quot;,&quot;header&quot;:&quot;Victor Reklaitis&quot;,&quot;subhead&quot;:&quot;The Wall Street Journal&quot;,&quot;list&quot;:[{&quot;type&quot;:&quot;link&quot;,&quot;icon&quot;:&quot;bio&quot;,&quot;url&quot;:&quot;https://www.marketwatch.com/topics/journalists/victor-reklaitis&quot;,&quot;text&quot;:&quot;Biography&quot;},{&quot;type&quot;:&quot;link&quot;,&quot;icon&quot;:&quot;twitter&quot;,&quot;url&quot;:&quot;https://twitter.com/VicRek&quot;,&quot;text&quot;:&quot;@VicRek&quot;},{&quot;type&quot;:&quot;link&quot;,&quot;icon&quot;:&quot;email&quot;,&quot;url&quot;:&quot;mailto:vreklaitis@marketwatch.com&quot;,&quot;text&quot;:&quot;vreklaitis@marketwatch.com&quot;}]}"></div>
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