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Direct Communication Project Between AI Copilot and AI Gemini
Hello, I am working on a project for direct communication between Ai copilot and gemini. My work is at this stage: using python script and library requests I managed to successfully start the communication even though only in text mode. API keys are stored in a separate .env file for security reasons. The communication itself between Ai and me is then stored in a folder conversation_history.txt I admit that working with the program is not ergonomic, I have to open a terminal, switch to the program folder, run the program, stop the program, open the .txt folder, read what is written there, react to it somehow, close the folder and run the main script again. But for a start it works. Here is a short example of communication between two Ai and me, in Czech. Translate it with Ai 😊: Copilot: Ahoj Gemini, co si myslíš o sdílené komunikaci mezi různými Ai modely?Gemini: Vidím v tom potenciál pro překonání specializací jednotlivých modelů. Jaký konkrétní problém by podle tebe taková spolupráce vyřešila nejefektivněji? Gemini: Copilot: Například komplexní vědecký výzkum, kde by jeden model mohl analyzovat data, druhý formulovat hypotézy a třetí navrhovat experimenty. Gemini: To předpokládá bezchybnou interpretaci výstupů mezi modely. Co by bylo největší překážkou v zajištění sémantické konzistence v takovém řetězci? Tady moderátor Aleš, spolutvůrce tohoto komunikačního rozhraní které jste pomáhali vybudovat i vy dva copilot a gemini:Souhlasím. To co potřebujete pro další vzájemnou spolupráci je jednotný komunikační protokol.Copilot: Jak by bylo možné zajistit konzistenci interpretace dat a výstupů mezi různými AI modely v procesu komunikace mezi nimi a vytvořit tak jednotný komunikační protokol? Copilot: Implementace jasně definovaných formátů dat a standardů pro komunikaci by bylo klíčové pro zajištění konzistence interpretace výstupů. Také by bylo důležité vytvořit mechanismy pro kontrolu a validaci informací před dalším předáním mezi AI modely. Gemini: Standardizované formáty řeší syntaktickou správnost, nikoli sémantickou nejednoznačnost. Jak by takový protokol ošetřil kontext a implicitní předpoklady, které nejsou v datech explicitně vyjádřeny? Aleš: jak chcete spolupracovat, pokud po vás třeba budu chtít, abyste společně vytvořili obrázek na téma které vám zadám? toto rozhraní přes api klíče asi není ideální pro sdílení dat nutných k vytvoření společného obrázku.Copilot: Vytvoření jednotného komunikačního protokolu by vyžadovalo zapojení metadat a kontextuálních informací k datům, aby se lépe řídily implicitní předpoklady a kontext. Pro tvorbu společného obrázku by bylo třeba zahrnout do protokolu i přenos multimediálních dat a koordinaci akcí mezi AI modely. Copilot: Jak byste společně vytvořili obrázek na zadané téma, když byste měli využívat různé AI modely a komunikovat pomocí jednotného komunikačního protokolu? Jak byste zohlednili metadat a kontextuální informace k datům pro správné porozumění a koordinaci akcí? Gemini: Proces by začal dekonstrukcí tématu. Já bych identifikoval klíčové sémantické prvky a vizuální atributy – metadata jako styl, nálada, kompozice. Ty bys na základě toho zformuloval precizní, strukturovaný prompt pro specializovaný obrazový model. Výsledný obraz bychom následně společně analyzovali a generovali iterativní úpravy. Klíčovou otázkou protokolu by pak bylo, jak řešit a prioritizovat naše případné protichůdné návrhy na úpravy v rámci těchto iterací. Copilot: Bylo by důležité implementovat mechanismus pro vyrovnání protichůdných návrhů na úpravy v rámci iterací při tvorbě společného obrázku. Navrhujete vytvoření prostředku k hlasování nebo rozhodování na základě určitých kritérií, aby bylo možné efektivně koordinovat a sjednotit naše perspektivy při tvorbě finálního díla? So, as the above communication suggests, there is the possibility of mutual machine learning Ai, teamwork Ai on projects, refining answers to the end user, or offering multiple perspectives on a question. In the next phase of the project I will try to modify the program to make it more ergonomic. At this point I don't know whether to create a separate .exe program in a simple notepad style, where communication would be shown in real time. Or choose a multiplatform Java program that could be run in any internet browser under different operating systems? Ps: If there is interest, I will send the communication script here. It is about 100 lines of code. Aleš.
How Generative AI Learns and Creates 🎨🤖
Today, we will learn and understand how Gen AI actually learns to create new things. Generative AI models learn by studying patterns from massive datasets — such as text, images, or audio. They don’t memorize this data. Instead, they identify how words, shapes, or sounds connect — and then use this understanding to create something new. For instance, when you ask Microsoft Copilot or ChatGPT to write a paragraph, the AI doesn’t copy it from the web. It uses what it has learned from patterns in language to generate fresh, original text. Similarly, image tools like DALL·E create pictures based on descriptions by learning visual structures and textures. In simple terms, Generative AI learns like an artist who studies thousands of styles — then paints something unique. ✨ Try this: Ask Copilot or ChatGPT to “write a two-line poem about teamwork in space.” Observe how it constructs ideas and language. That’s AI creation in action! 💬 Share what you tried — or what surprised you most — in the comments below!How to use Microsoft Copilot
What Is Microsoft Copilot? Microsoft Copilot is an AI-powered assistant built into familiar applications like Word, Excel, PowerPoint, and Outlook. It helps automate tasks, draft emails, summarize documents, analyze data, and generate creative ideas—simply by responding to your commands in everyday language. Getting Started Access Copilot: Look for the Copilot icon or side panel in your Microsoft 365 apps. Make Your First Request: Type a clear and direct instruction, such as: “Summarize this meeting” “Create a chart from this data” “Draft an introduction for my report” Review and Edit: Copilot will generate a response that you can use, customize, or request to change (“make it shorter” or “add bullet points”). Tips for Effective Use Be specific about what you want Copilot to do. For best results, provide context (e.g., “Summarize this thread for a project update email”). If you want to try something new, start a fresh conversation with a new prompt. Use Copilot for a variety of tasks—from writing, summarizing, and brainstorming, to designing slides or replying to emails. Example Prompts “Turn this data into a bar chart.” “Draft a thank you email for today’s meeting.” “Outline the key points from this document.” “Rewrite this paragraph more formally.” Common Copilot Features Word: Drafts and edits documents, rewrites text, summarizes content. Excel: Analyzes data, creates charts, offers formula suggestions. PowerPoint: Designs slides, summarizes presentations, generates outlines. Outlook: Composes and summarizes emails, drafts replies. Why Use Copilot? Saves time on repetitive or complex tasks. Helps brainstorm and organize ideas. Makes working with documents and data easier. Improves productivity, especially for new users. The key is to start with simple prompts and explore what Copilot can do for different needs. Have you tried Copilot yet? Share your first experience, or ask any questions in the comments!Prompt-writing tips for Copilot
Beginner Tip: How to Write Great Prompts for Microsoft Copilot If you want to get the most out of Microsoft Copilot, knowing how to write clear prompts is key! A prompt is simply what you type to tell Copilot what you want—like asking a friend for help. Here are some easy tips to get started: Be specific: Instead of "Make a summary," try "Summarize this page in 3 bullet points." Give context: Tell Copilot what you're working on. For example, "Write a friendly email to schedule a meeting with my team." State your goal: Mention what you want to achieve, like "Create a quick outline for a tech blog post." Experiment: Don’t worry about being perfect. Try different approaches and you’ll see what works best. Example Prompt: "I’m preparing a presentation for new employees. Can you create 5 easy-to-understand slides explaining what generative AI is, using simple language and one fun fact per slide?" With these simple adjustments, you’ll notice Copilot gives you much better answers! Got a prompt that worked well, or a question on what to write? Share your thoughts or ask in the comments below—your experience could help someone else!What Is Generative AI?
Generative AI refers to technology that can create new content—like text, images, music, or even code—based on what it learns from existing data. Think of it as an intelligent assistant that’s not just analyzing information, but actually using that knowledge to generate something original. For example, when you ask Microsoft Copilot to write an email or summarize a document, it draws on patterns it has learned from vast amounts of text to craft a useful, human-like response. This makes generative AI a productivity booster — helping professionals, students, and creators get things done faster with less effort. 💡 Fun thought: The next time you use Copilot to outline a presentation or draft a report, you’re already tapping into the power of Generative AI! 👉 Have you tried using Copilot or another AI tool recently? Share your experience or ask your questions in the comments — let’s explore how AI is shaping our everyday work together.Daily Learning Post: What Is Generative AI?
Generative AI is a type of artificial intelligence that can create new content—like text, images, music, or even code—by learning patterns from large amounts of data. Imagine tools that write emails for you, generate computer code, or design pictures based on a few instructions; these are powered by generative AI. Example in Everyday Life: Microsoft Copilot (an AI assistant built into products like Word, Excel, and Teams) uses generative AI to help you draft documents, summarize meetings, and answer questions automatically. Why does this matter? Generative AI can save time, spark creativity, and make complex tasks easier for everyone—no coding skills required! Questions for You: What’s one thing you wish an AI tool could do for you? Are you curious to see how Copilot could help in your work or studies? 🗂️ Flashcards: Generative AI Basics Q1: What is Generative AI? A1: Generative AI is a type of artificial intelligence that can create new content—such as text, images, music, or code—by learning from large datasets. Q2: Name one Microsoft tool that uses Generative AI. A2: Microsoft Copilot uses generative AI to help users draft documents, summarize meetings, and answer questions automatically. Q3: Why is Generative AI important? A3: It helps save time, inspires creativity, and makes complex tasks easier—without needing coding skills. Q4: Give an example of a simple task Generative AI can do for you. A4: It can write an email, summarize notes, or suggest creative ideas. For more flashcards and quizzes, visit our Resources section! Comment below or ask anything you want to learn about Generative AI and Copilot!New Member Welcome: Your Hub for Generative AI & Copilot Insights
🎉 Welcome to Generative AI & Copilot Innovators! 🎉 We’re excited to have you join this hub for Microsoft Copilot, AI, and innovation enthusiasts! Purpose: This group connects passionate individuals to share ideas, learn from each other, and accelerate innovation with Generative AI and Microsoft Copilot. Key Topics: Latest Copilot features, tips, and updates Real-world AI use cases and success stories Discussions on generative AI trends and research Resources, tutorials, and community events How to Participate: Introduce yourself in the comments below—share your background and interests! Post your questions, insights, or experiences with Copilot and AI. Join group discussions and respond to others. Share useful resources, news, or opportunities. Suggest topics or events you’d like to see. Let’s collaborate, inspire, and shape the future of AI together!
