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Mental Clarity: Why It's the New Wealth in a World Designed to Confuse You

Your true wealth is your time and freedom. Money is just a tool for trading and acts as a container to store your economic energy unit when you are ready to deploy it BUT, the whole world has been turned away from real money and has been fooled into using currency, a deceitful imposter that is silently stealing your two most valuable assets, time and freedom. We’re entering in the greatest financial crisis the world will ever know. This will be the greatest wealth transfer in history, as wealth is never destroyed; it is merely transferred. Opposite side of every crisis is an Opportunity I believe the best investment that you can make in your lifetime is your own financial education. Education on history of money, global economics, scams. Currency VS Money Currency

Money



Medium of Exchange

Medium of Exchange



Unit of Account

Unit of Account



Portable

Portable



Durable

Durable



Divisible

Divisible



Fungible

Fungible





STORE OF VALUE Fiat currency exists at the dictate or from a government. Question: Are there any historical examples of a fiat currency—a paper currency not backed by any physical asset—successfully enduring over time?
Answer: NO US Dollar has lost more than 95% of its purchasing power since the creation of Federal Reserve in 1913. National currencies are really a tool by the government and the financial sector to leach away your time and freedom by stealing your purchasing power. So rather than storing your economic energy, currencies leak. Whereas, Money must be a store of value and maintain its purchasing power over long periods of time. Gold is only formed when a star explodes, a supernova, and it stays around forever! This is one of the properties that make it limited in supply and an ultimate money. NOBODY CAN PRINT GOLD and SILVER. Inflation Inflation: Expansion of currency supply Deflation: Contraction of currency supply As the supply of currency increases, the prices of goods and services rise, reducing the purchasing power of that currency. QE (Quantitative Easing) fancy way of saying “currency creation”. QE started with banking bailouts in 2009, when the currency was created out of thin air and then given to the banks who paid themselves record bonuses in reward for crashing the world economy. Global Crisis After World War II, US Dollar became the global base currency and was pegged by Gold. Every other country trades with the exchange rates calculated in US Dollar. It was simply an IOU note backing every dollar in existence with equivalent amount of gold, until it wasn’t in 1970 when US Dollar was no longer pegged to Gold, and the paper notes now not backed by Gold. The currency printing accelerated especially after the 2008 financial crisis, when we the problem got too big to be ignored. Given the premise of poor class, inflation affects them disproportionately in the percentage of their income that goes to food. For example, in Egypt, once the ratio got to 40% of income going to food, and the price of food rising due to inflation, historcally a point where people actually stage a revolution. At this point the risk-reward was favourable for a revolution. When you have a runaway inflation, its punishing people who are most productive in society. In other words people that produce more than they consume and save the difference, and these people save in their national currency. The Great Opportunity This all seems pretty scary! However, the great news is that Gold and Silver always end up doing accounting of the expansion of these currency supplies. When governments do this kind of stuff to their currency supply, they debase it, eventually it comes back in inflation. People sense the loss of their purchasing power, and they rush back to gold and silver, bidding its value higher until it meets or exceed the value of all currency in circulation. This is a process that’s been going on over and over again throughout history, except this time it’s happening on a Global Scale. That means, its the greatest wealth transfer in history. Therefore, it’s the greatest opportunity in history and it’s not gonna happen again in your lifetime. Lessons Your true wealth is your time and freedom.
Money is a trading tool that stores the economic energy that is your time and freedom, whereas currencies leak them away.
Gold and Silver are the ultimate money, simply because of their properties.
Fiat currencies are based solely on confidence, and always return to their intrinsic value of ZERO.
Rising prices are a symptom of an expanding currency supply.
Gold and Silver always account for this expanding currency supply. Reference for this article: Hidden Secrets of Money Episode 1 - Mike Maloney Your true wealth is your time and freedom. Money is just a tool for trading and acts as a container to store your economic energy unit when you are ready to deploy it BUT, the whole world has been turned away from real money and has been fooled into using currency, a deceitful imposter that is silently stealing your two most valuable assets, time and freedom. We’re entering in the greatest financial crisis the world will ever know. This will be the greatest wealth transfer in history, as wealth is never destroyed; it is merely transferred. Opposite side of every crisis is an Opportunity I believe the best investment that you can make in your lifetime is your own financial education. Education on history of money, global economics, scams. Currency VS Money Currency

Money



Medium of Exchange

Medium of Exchange



Unit of Account

Unit of Account



Portable

Portable



Durable

Durable



Divisible

Divisible



Fungible

Fungible





STORE OF VALUE Currency

Money Medium of Exchange

Medium of Exchange Unit of Account

Unit of Account Portable

Portable Durable

Durable Divisible

Divisible Fungible

Fungible STORE OF VALUE Currency Money Currency Currency Currency Money Money Money Medium of Exchange Medium of Exchange Medium of Exchange Medium of Exchange Medium of Exchange Medium of Exchange Unit of Account Unit of Account Unit of Account Unit of Account Unit of Account Unit of Account Portable Portable Portable Portable Portable Portable Durable Durable Durable Durable Durable Durable Divisible Divisible Divisible Divisible Divisible Divisible Fungible Fungible Fungible Fungible Fungible Fungible STORE OF VALUE STORE OF VALUE STORE OF VALUE STORE OF VALUE Fiat currency exists at the dictate or from a government. Question: Are there any historical examples of a fiat currency—a paper currency not backed by any physical asset—successfully enduring over time? Answer: NO Question: Are there any historical examples of a fiat currency—a paper currency not backed by any physical asset—successfully enduring over time? Answer: NO Answer: NO US Dollar has lost more than 95% of its purchasing power since the creation of Federal Reserve in 1913. National currencies are really a tool by the government and the financial sector to leach away your time and freedom by stealing your purchasing power. So rather than storing your economic energy, currencies leak. Whereas, Money must be a store of value and maintain its purchasing power over long periods of time. Gold is only formed when a star explodes, a supernova, and it stays around forever! This is one of the properties that make it limited in supply and an ultimate money. NOBODY CAN PRINT GOLD and SILVER. Inflation Inflation: Expansion of currency supply Deflation: Contraction of currency supply As the supply of currency increases, the prices of goods and services rise, reducing the purchasing power of that currency. QE (Quantitative Easing) fancy way of saying “currency creation”. QE started with banking bailouts in 2009, when the currency was created out of thin air and then given to the banks who paid themselves record bonuses in reward for crashing the world economy. Global Crisis After World War II, US Dollar became the global base currency and was pegged by Gold. Every other country trades with the exchange rates calculated in US Dollar. It was simply an IOU note backing every dollar in existence with equivalent amount of gold, until it wasn’t in 1970 when US Dollar was no longer pegged to Gold, and the paper notes now not backed by Gold. not not The currency printing accelerated especially after the 2008 financial crisis, when we the problem got too big to be ignored. Given the premise of poor class, inflation affects them disproportionately in the percentage of their income that goes to food. For example, in Egypt, once the ratio got to 40% of income going to food, and the price of food rising due to inflation, historcally a point where people actually stage a revolution. At this point the risk-reward was favourable for a revolution. When you have a runaway inflation, its punishing people who are most productive in society. In other words people that produce more than they consume and save the difference, and these people save in their national currency. The Great Opportunity This all seems pretty scary! However, the great news is that Gold and Silver always end up doing accounting of the expansion of these currency supplies. When governments do this kind of stuff to their currency supply, they debase it, eventually it comes back in inflation. People sense the loss of their purchasing power, and they rush back to gold and silver, bidding its value higher until it meets or exceed the value of all currency in circulation. This is a process that’s been going on over and over again throughout history, except this time it’s happening on a Global Scale. That means, its the greatest wealth transfer in history. Therefore, it’s the greatest opportunity in history and it’s not gonna happen again in your lifetime. Lessons Your true wealth is your time and freedom. Money is a trading tool that stores the economic energy that is your time and freedom, whereas currencies leak them away. Gold and Silver are the ultimate money, simply because of their properties. Fiat currencies are based solely on confidence, and always return to their intrinsic value of ZERO. Rising prices are a symptom of an expanding currency supply. Gold and Silver always account for this expanding currency supply. Your true wealth is your time and freedom. Money is a trading tool that stores the economic energy that is your time and freedom, whereas currencies leak them away. Gold and Silver are the ultimate money, simply because of their properties. Fiat currencies are based solely on confidence, and always return to their intrinsic value of ZERO. Rising prices are a symptom of an expanding currency supply. Gold and Silver always account for this expanding currency supply. Reference for this article: Hidden Secrets of Money Episode 1 - Mike Maloney Hidden Secrets of Money Episode 1 - Mike Maloney

Money vs Currency

Hey devs! I am Delmi Pitta from Dominican Republic and I am trying to learn about COBOL and I have to say that this has been a beautiful journey. COBOL is easy to learn, maybe if you have information about better process than this please let me know. This program shows how we can add indexed information to a file, ‘data.dat’. This is the file type I have used on this COBOL program and this was written on opeCobolIDE from gnuCobol. IDENTIFICATION DIVISION.
       PROGRAM-ID. Filing.

       ENVIRONMENT DIVISION.
       INPUT-OUTPUT SECTION.
       FILE-CONTROL.
*> THIS PART CONNECT US WITH FILES 'DATA.DAT'
        SELECT EMPLOYEES ASSIGN TO 'DATA.DAT'
            ORGANIZATION IS INDEXED
            ACCESS MODE IS DYNAMIC
            RECORD KEY IS FS-ID.

       DATA DIVISION.
       FILE SECTION.
*> THIS PART MODIFY THE 'DATA.DAT' ABOVE
       FD EMPLOYEES.
       01 EMPLOYEES-RECORD.
        05 FS-ID              PIC 9(11).
        05 FS-NAME            PIC X(10).
        05 FS-LAST-NAME       PIC X(10).
        05 FS-PHONE-NUM       PIC 9(11).
        05 FS-SALARY          PIC 9(4).
        05 FS-SOCIAL-NUMBER   PIC 9(11).
        05 FS-OCCUPATION      PIC X(30).
        05 FS-SCHEDULE        PIC X(30).
        05 FS-EMAIL           PIC X(30).

       WORKING-STORAGE SECTION.
       01 WS-IF-PROCEDURE         PIC X(1).
       01 WS-PERFORM-PROCEDURE     PIC X(1).
       01 WS-ERROR-PROCEDURE       PIC X(50).
       01 FILE-STATUS              PIC XX.

       PROCEDURE DIVISION.

       BEGIN.
       DISPLAY 'PLEASE CHOOSE AN OPTION BELOW: WRITE(W) READ(R)'.
       DISPLAY 'WHAT DO YOU WANT TO DO? DELETE(D) MODIFY(M)'.
       ACCEPT WS-IF-PROCEDURE.

       IF WS-IF-PROCEDURE = 'W' OR WS-IF-PROCEDURE = 'w' THEN
        PERFORM UNTIL WS-PERFORM-PROCEDURE = 'N'
        OPEN I-O EMPLOYEES
            DISPLAY 'WHAT IS THE EMPLOYEE ID NUMBER?'
            ACCEPT FS-ID
            *> VerifY IF THE ID ALREADY EXIST OPENING A READ TAG
               READ EMPLOYEES
                   INVALID KEY

            *> Prompt user for additional information if ID is available
            DISPLAY 'WHAT IS THE EMPLOYEE NAME?'
            ACCEPT FS-NAME
            DISPLAY 'WHAT IS THE EMPLOYEE LAST NAME?'
            ACCEPT FS-LAST-NAME
            DISPLAY 'WHAT IS THE EMPLOYEE PHONE NUMBER?'
            ACCEPT FS-PHONE-NUM
            DISPLAY 'WHAT IS THE EMPLOYEE EMAIL ADDRESS?'
            ACCEPT FS-EMAIL
            DISPLAY 'WHAT IS THE EMPLOYEE SALARY?'
            ACCEPT FS-SALARY
            DISPLAY 'WHAT IS THE EMPLOYEE SOCIAL NUMBER?'
            ACCEPT FS-SOCIAL-NUMBER
            DISPLAY 'WHAT IS THE EMPLOYEE OCCUPATION?'
            ACCEPT FS-OCCUPATION
            DISPLAY 'WHAT IS THE EMPLOYEE SCHEDULE?'
            ACCEPT FS-SCHEDULE

            *> Write the new record to the file
            
            WRITE EMPLOYEES-RECORD
      *>       PROTECT THE CURRENT INFORMATION FRON NEWEST
                INVALID KEY
        MOVE 'ERROR: RECORD COULD NOT BE WRITTEN' TO WS-ERROR-PROCEDURE
                    DISPLAY WS-ERROR-PROCEDURE
                NOT INVALID KEY
                    DISPLAY 'Record successfully added!'
             NOT INVALID KEY
      *>                  IF THE ID ALREADY EXIST WILL SHOW THIS
          MOVE 'ERROR: EMPLOYEE ID ALREADY EXISTS' TO WS-ERROR-PROCEDURE
                       DISPLAY WS-ERROR-PROCEDURE
      *>                  CLOSE THE READ PROCESS
           END-READ

      *>      TO REPEAT THE BUCLE
            DISPLAY 'WOULD YOU LIKE TO ADD ANOTHER RECORD? (Y/N)'
            ACCEPT WS-PERFORM-PROCEDURE
            
      *>      IT IS MANDATORY TO CLOSE THE FILE TO CONTINUE WITH PROGRAM
            CLOSE EMPLOYEES
        END-PERFORM
       END-IF.

       STOP RUN.

       END PROGRAM Filing. If you execute this program on windows it will show you different question about employees you will be able to fill and save. In the next program I will show you how to read that saved information on your console. ####Remember this program works on the console or terminal. READ THE COMMENT ARE WITH ‘*>’. PLEASE FOLLOW ME, RESPOND AND SHARE THIS. Hey devs! I am Delmi Pitta from Dominican Republic and I am trying to learn about COBOL and I have to say that this has been a beautiful journey. COBOL is easy to learn, maybe if you have information about better process than this please let me know. This program shows how we can add indexed information to a file, ‘data.dat’. This is the file type I have used on this COBOL program and this was written on opeCobolIDE from gnuCobol. IDENTIFICATION DIVISION.
       PROGRAM-ID. Filing.

       ENVIRONMENT DIVISION.
       INPUT-OUTPUT SECTION.
       FILE-CONTROL.
*> THIS PART CONNECT US WITH FILES 'DATA.DAT'
        SELECT EMPLOYEES ASSIGN TO 'DATA.DAT'
            ORGANIZATION IS INDEXED
            ACCESS MODE IS DYNAMIC
            RECORD KEY IS FS-ID.

       DATA DIVISION.
       FILE SECTION.
*> THIS PART MODIFY THE 'DATA.DAT' ABOVE
       FD EMPLOYEES.
       01 EMPLOYEES-RECORD.
        05 FS-ID              PIC 9(11).
        05 FS-NAME            PIC X(10).
        05 FS-LAST-NAME       PIC X(10).
        05 FS-PHONE-NUM       PIC 9(11).
        05 FS-SALARY          PIC 9(4).
        05 FS-SOCIAL-NUMBER   PIC 9(11).
        05 FS-OCCUPATION      PIC X(30).
        05 FS-SCHEDULE        PIC X(30).
        05 FS-EMAIL           PIC X(30).

       WORKING-STORAGE SECTION.
       01 WS-IF-PROCEDURE         PIC X(1).
       01 WS-PERFORM-PROCEDURE     PIC X(1).
       01 WS-ERROR-PROCEDURE       PIC X(50).
       01 FILE-STATUS              PIC XX.

       PROCEDURE DIVISION.

       BEGIN.
       DISPLAY 'PLEASE CHOOSE AN OPTION BELOW: WRITE(W) READ(R)'.
       DISPLAY 'WHAT DO YOU WANT TO DO? DELETE(D) MODIFY(M)'.
       ACCEPT WS-IF-PROCEDURE.

       IF WS-IF-PROCEDURE = 'W' OR WS-IF-PROCEDURE = 'w' THEN
        PERFORM UNTIL WS-PERFORM-PROCEDURE = 'N'
        OPEN I-O EMPLOYEES
            DISPLAY 'WHAT IS THE EMPLOYEE ID NUMBER?'
            ACCEPT FS-ID
            *> VerifY IF THE ID ALREADY EXIST OPENING A READ TAG
               READ EMPLOYEES
                   INVALID KEY

            *> Prompt user for additional information if ID is available
            DISPLAY 'WHAT IS THE EMPLOYEE NAME?'
            ACCEPT FS-NAME
            DISPLAY 'WHAT IS THE EMPLOYEE LAST NAME?'
            ACCEPT FS-LAST-NAME
            DISPLAY 'WHAT IS THE EMPLOYEE PHONE NUMBER?'
            ACCEPT FS-PHONE-NUM
            DISPLAY 'WHAT IS THE EMPLOYEE EMAIL ADDRESS?'
            ACCEPT FS-EMAIL
            DISPLAY 'WHAT IS THE EMPLOYEE SALARY?'
            ACCEPT FS-SALARY
            DISPLAY 'WHAT IS THE EMPLOYEE SOCIAL NUMBER?'
            ACCEPT FS-SOCIAL-NUMBER
            DISPLAY 'WHAT IS THE EMPLOYEE OCCUPATION?'
            ACCEPT FS-OCCUPATION
            DISPLAY 'WHAT IS THE EMPLOYEE SCHEDULE?'
            ACCEPT FS-SCHEDULE

            *> Write the new record to the file
            
            WRITE EMPLOYEES-RECORD
      *>       PROTECT THE CURRENT INFORMATION FRON NEWEST
                INVALID KEY
        MOVE 'ERROR: RECORD COULD NOT BE WRITTEN' TO WS-ERROR-PROCEDURE
                    DISPLAY WS-ERROR-PROCEDURE
                NOT INVALID KEY
                    DISPLAY 'Record successfully added!'
             NOT INVALID KEY
      *>                  IF THE ID ALREADY EXIST WILL SHOW THIS
          MOVE 'ERROR: EMPLOYEE ID ALREADY EXISTS' TO WS-ERROR-PROCEDURE
                       DISPLAY WS-ERROR-PROCEDURE
      *>                  CLOSE THE READ PROCESS
           END-READ

      *>      TO REPEAT THE BUCLE
            DISPLAY 'WOULD YOU LIKE TO ADD ANOTHER RECORD? (Y/N)'
            ACCEPT WS-PERFORM-PROCEDURE
            
      *>      IT IS MANDATORY TO CLOSE THE FILE TO CONTINUE WITH PROGRAM
            CLOSE EMPLOYEES
        END-PERFORM
       END-IF.

       STOP RUN.

       END PROGRAM Filing. IDENTIFICATION DIVISION.
       PROGRAM-ID. Filing.

       ENVIRONMENT DIVISION.
       INPUT-OUTPUT SECTION.
       FILE-CONTROL.
*> THIS PART CONNECT US WITH FILES 'DATA.DAT'
        SELECT EMPLOYEES ASSIGN TO 'DATA.DAT'
            ORGANIZATION IS INDEXED
            ACCESS MODE IS DYNAMIC
            RECORD KEY IS FS-ID.

       DATA DIVISION.
       FILE SECTION.
*> THIS PART MODIFY THE 'DATA.DAT' ABOVE
       FD EMPLOYEES.
       01 EMPLOYEES-RECORD.
        05 FS-ID              PIC 9(11).
        05 FS-NAME            PIC X(10).
        05 FS-LAST-NAME       PIC X(10).
        05 FS-PHONE-NUM       PIC 9(11).
        05 FS-SALARY          PIC 9(4).
        05 FS-SOCIAL-NUMBER   PIC 9(11).
        05 FS-OCCUPATION      PIC X(30).
        05 FS-SCHEDULE        PIC X(30).
        05 FS-EMAIL           PIC X(30).

       WORKING-STORAGE SECTION.
       01 WS-IF-PROCEDURE         PIC X(1).
       01 WS-PERFORM-PROCEDURE     PIC X(1).
       01 WS-ERROR-PROCEDURE       PIC X(50).
       01 FILE-STATUS              PIC XX.

       PROCEDURE DIVISION.

       BEGIN.
       DISPLAY 'PLEASE CHOOSE AN OPTION BELOW: WRITE(W) READ(R)'.
       DISPLAY 'WHAT DO YOU WANT TO DO? DELETE(D) MODIFY(M)'.
       ACCEPT WS-IF-PROCEDURE.

       IF WS-IF-PROCEDURE = 'W' OR WS-IF-PROCEDURE = 'w' THEN
        PERFORM UNTIL WS-PERFORM-PROCEDURE = 'N'
        OPEN I-O EMPLOYEES
            DISPLAY 'WHAT IS THE EMPLOYEE ID NUMBER?'
            ACCEPT FS-ID
            *> VerifY IF THE ID ALREADY EXIST OPENING A READ TAG
               READ EMPLOYEES
                   INVALID KEY

            *> Prompt user for additional information if ID is available
            DISPLAY 'WHAT IS THE EMPLOYEE NAME?'
            ACCEPT FS-NAME
            DISPLAY 'WHAT IS THE EMPLOYEE LAST NAME?'
            ACCEPT FS-LAST-NAME
            DISPLAY 'WHAT IS THE EMPLOYEE PHONE NUMBER?'
            ACCEPT FS-PHONE-NUM
            DISPLAY 'WHAT IS THE EMPLOYEE EMAIL ADDRESS?'
            ACCEPT FS-EMAIL
            DISPLAY 'WHAT IS THE EMPLOYEE SALARY?'
            ACCEPT FS-SALARY
            DISPLAY 'WHAT IS THE EMPLOYEE SOCIAL NUMBER?'
            ACCEPT FS-SOCIAL-NUMBER
            DISPLAY 'WHAT IS THE EMPLOYEE OCCUPATION?'
            ACCEPT FS-OCCUPATION
            DISPLAY 'WHAT IS THE EMPLOYEE SCHEDULE?'
            ACCEPT FS-SCHEDULE

            *> Write the new record to the file
            
            WRITE EMPLOYEES-RECORD
      *>       PROTECT THE CURRENT INFORMATION FRON NEWEST
                INVALID KEY
        MOVE 'ERROR: RECORD COULD NOT BE WRITTEN' TO WS-ERROR-PROCEDURE
                    DISPLAY WS-ERROR-PROCEDURE
                NOT INVALID KEY
                    DISPLAY 'Record successfully added!'
             NOT INVALID KEY
      *>                  IF THE ID ALREADY EXIST WILL SHOW THIS
          MOVE 'ERROR: EMPLOYEE ID ALREADY EXISTS' TO WS-ERROR-PROCEDURE
                       DISPLAY WS-ERROR-PROCEDURE
      *>                  CLOSE THE READ PROCESS
           END-READ

      *>      TO REPEAT THE BUCLE
            DISPLAY 'WOULD YOU LIKE TO ADD ANOTHER RECORD? (Y/N)'
            ACCEPT WS-PERFORM-PROCEDURE
            
      *>      IT IS MANDATORY TO CLOSE THE FILE TO CONTINUE WITH PROGRAM
            CLOSE EMPLOYEES
        END-PERFORM
       END-IF.

       STOP RUN.

       END PROGRAM Filing. If you execute this program on windows it will show you different question about employees you will be able to fill and save. In the next program I will show you how to read that saved information on your console. ####Remember this program works on the console or terminal. ####Remember this program works on the console or terminal. READ THE COMMENT ARE WITH ‘*>’. READ THE COMMENT ARE WITH ‘*>’. PLEASE FOLLOW ME, RESPOND AND SHARE THIS. PLEASE FOLLOW ME, RESPOND AND SHARE THIS.

 Writing Data With COBOL

Angular: Exploring Imperative and Declarative Programming with RxJS and Signals

How to Deploy a SPA on AWS With S3 and CloudFront: The Right Way to Do It

In the fast-evolving world of web development, having an effective tool stack can make a difference in productivity and project success. Essentially, it allows developers to simplify complex developer workflows, reduce manual effort, and improve the overall quality of the code. I’ve curated a list of 12 developer tools to improve your workflow in areas like code testing, debugging, hosting, web performance, and more. Whether you're a beginner or a seasoned developer, I hope this article will help you to discover some new tools that will provide value to you. Each tool will include direct links, descriptions, key features, and previews to get the initial impression on the go! Let’s dive in! 1. RunJS - Fast & powerful JS playground RunJS is an innovative desktop playground tool that allows developers to test and experiment with JS code in a single workspace. It lets you type code and gives you a live preview of how it is being executed. This makes it perfect for learning, exploring ideas, and experimenting. Some of the most awesome features: 🔥 Fully supported JS ecosystem: write vanilla Javascript, TypeScript, or NodeJS, and get access to Web APIs, and DOM. ⬇️ Install NPM packages: add popular JavaScript libraries and frameworks to expand the functionality of your code. ⚡ Get instant feedback: interactive code execution with per-line results as you type with the ability to save the code snippets for re-use. 🧠 Autocomplete & suggestions: get code suggestions, relevant documentation, type information, inline errors, and warnings. 🤖 Chat with Artificial Intelligence: use the built-in AI assistant to generate code, ask questions, and get explanations. Want quick feedback on your JavaScript code? Try RunJS yourself and see your code output instantly as you type to improve your workflow! 🚀 Thanks to the RunJS team for sponsoring this article. 🌎 Website Link: https://runjs.app 2. LocalCan - Share localhost With Others LocalCan is a tool for managing local dev environments, allowing developers to expose their developer projects to local networks or online. Key features & why to use it: Secure URLs for safe project sharing on local networks or the web.


Inspect the traffic of your apps and test webhooks.


Support for multiple tech stacks and dependencies. 🌎 Website Link: https://www.localcan.com 3. VisBug - Design Debugging Tool VisBug is a tool for designers and developers that allows them to visually tweak and debug design elements directly in the web browser. Key features & why to use it: WYSIWYG editing to adjust styling and layout directly in the browser.


Visual debugging with guides and alignment helpers.


Lightweight and free, requiring no backend or external dependencies. 🌎 Website Link: https://visbug.web.app 4. ScreenshotOne - Capture Website Screenshots ScreenshotOne is a tool for generating high-quality screenshots of websites via API, providing a fast solution for thumbnail generation and more. Key features & why to use it: High-resolution, customizable screenshots with URL-based parameters.


Integrates easily with automation and workflow tools.


Supports viewport and device type customization. 🌎 Website Link: https://screenshotone.com 5. Docz - Build & Maintain Documentation Docz is an open-source documentation framework for quickly generating and managing project documentation. Key features & why to use it: Built-in support for MDX to integrate code with documentation.


Theming options for customizing documentation appearance.


Quick setup with zero-config requirements for easy onboarding. 🌎 Website Link: https://www.docz.site 6. Antimetal - Optimize Cloud Costs Antimetal is a cost-saving tool that helps reduce cloud expenses on platforms like AWS, making it ideal for optimizing cloud infrastructure costs. Key features & why to use it: Automated recommendations for cost savings.


Comprehensive monitoring and reporting for cloud usage insights.


No-code UI for easy management by both technical and non-technical users. 🌎 Website Link: https://antimetal.com 7. TiinyHost - Hosting for Small Projects TiinyHost is a simple web hosting tool designed to quickly deploy static websites, perfect for prototypes, portfolios, and testing. Key features & why to use it: Allows users to deploy websites by simply uploading files.


Quick and easy publishing without complicated setup.


Ideal for designers and developers needing a quick, shareable link. 🌎 Website Link: https://tiiny.host/ 8. CompressX - Efficient Image/Video Compression CompressX is a macOS app for compressing images and videos, allowing developers to optimize media assets for web and mobile applications. Key features & why to use it: Supports image and video compression for up to 90% file size reduction.


Automatically compress new files in monitored folders and the option to compress multiple files simultaneously.


Great for developers looking to reduce asset sizes for faster load times. 🌎 Website Link: https://compressx.app/ 9. File.Rocks - Secure File Sharing File.Rocks is a tool that allows users to upload files, organize them into folders, and share them with flexible privacy settings. Key features & why to use it: End-to-end encrypted file sharing for added security.


Temporary links with expiration options to control file access.


Wide support for storage like Amazon S3, Cloudflare R2, Wasabi, etc. 🌎 Website Link: https://www.file.rocks/ 10. Lightspeed - Optimize Web Performance Lightspeed is a tool for optimizing web performance by monitoring and analyzing website load times, focusing on improving user experience. Key features & why to use it: Provides insights into page speed and performance metrics.


Real-time data collection for detailed performance analysis.


Identifies bottlenecks and provides recommendations to improve. 🌎 Website Link: https://lightspeed.run/ 11. JSON Crack - Visualize JSON Data Structures JSON Crack is a powerful visualization tool for JSON data structures, making complex data easy to read and debug. Key features & why to use it: Converts JSON data into easy-to-understand visual diagrams.


Interactive editor to update JSON data and see changes in real time.


Perfect for developers needing a tool to quickly navigate JSON objects. 🌎 Website Link: https://jsoncrack.com/ 12. DevToys - Handy Utilities for Daily Dev Tasks DevToys is a Swiss Army knife for developers, featuring a collection of tools like testers, generators, encoders, decoders, formatters, and much more. Key features & why to use it: Multiple developer utilities in one easy-to-use desktop application.


Clean, offline interface designed to simplify common development tasks.


Customizable application settings tailored for productivity. 🌎 Website Link: https://devtoys.app/ Did You Like the Resources? Here Is More 👇 Join 6000+ others to receive the best DEV resources, tools, productivity tips, and career growth advice I discover by subscribing to my newsletter! Also, connect with me on Twitter, LinkedIn, and GitHub! Writing has always been my passion, and it gives me pleasure to help and inspire people. If you want to get featured or partner up, feel free to get in touch! Also published here. In the fast-evolving world of web development, having an effective tool stack can make a difference in productivity and project success. Essentially, it allows developers to simplify complex developer workflows, reduce manual effort, and improve the overall quality of the code. I’ve curated a list of 12 developer tools to improve your workflow in areas like code testing, debugging, hosting, web performance, and more. Whether you're a beginner or a seasoned developer, I hope this article will help you to discover some new tools that will provide value to you. Each tool will include direct links, descriptions, key features, and previews to get the initial impression on the go! Let’s dive in! 1. RunJS - Fast & powerful JS playground RunJS RunJS is an innovative desktop playground tool that allows developers to test and experiment with JS code in a single workspace. It lets you type code and gives you a live preview of how it is being executed. This makes it perfect for learning, exploring ideas, and experimenting. Some of the most awesome features: Some of the most awesome features: 🔥 Fully supported JS ecosystem: write vanilla Javascript, TypeScript, or NodeJS, and get access to Web APIs, and DOM. 🔥 Fully supported JS ecosystem: ⬇️ Install NPM packages: add popular JavaScript libraries and frameworks to expand the functionality of your code. Install NPM packages: ⚡ Get instant feedback: interactive code execution with per-line results as you type with the ability to save the code snippets for re-use. Get instant feedback: 🧠 Autocomplete & suggestions: get code suggestions, relevant documentation, type information, inline errors, and warnings. Autocomplete & suggestions: 🤖 Chat with Artificial Intelligence: use the built-in AI assistant to generate code, ask questions, and get explanations. Chat with Artificial Intelligence: Want quick feedback on your JavaScript code? Try RunJS yourself and see your code output instantly as you type to improve your workflow! 🚀 Try RunJS yourself Thanks to the RunJS team for sponsoring this article. 🌎 Website Link: https://runjs.app 🌎 Website Link: https://runjs.app 2. LocalCan - Share localhost With Others LocalCan LocalCan is a tool for managing local dev environments, allowing developers to expose their developer projects to local networks or online. Key features & why to use it: Key features & why to use it: Secure URLs for safe project sharing on local networks or the web. Inspect the traffic of your apps and test webhooks. Support for multiple tech stacks and dependencies. Secure URLs for safe project sharing on local networks or the web. Secure URLs for safe project sharing on local networks or the web. Inspect the traffic of your apps and test webhooks. Inspect the traffic of your apps and test webhooks. Support for multiple tech stacks and dependencies. Support for multiple tech stacks and dependencies. 🌎 Website Link: https://www.localcan.com 🌎 Website Link: https://www.localcan.com 3. VisBug - Design Debugging Tool VisBug VisBug is a tool for designers and developers that allows them to visually tweak and debug design elements directly in the web browser. Key features & why to use it: Key features & why to use it: WYSIWYG editing to adjust styling and layout directly in the browser. Visual debugging with guides and alignment helpers. Lightweight and free, requiring no backend or external dependencies. WYSIWYG editing to adjust styling and layout directly in the browser. WYSIWYG editing to adjust styling and layout directly in the browser. Visual debugging with guides and alignment helpers. Visual debugging with guides and alignment helpers. Lightweight and free, requiring no backend or external dependencies. Lightweight and free, requiring no backend or external dependencies. 🌎 Website Link: https://visbug.web.app 🌎 Website Link: https://visbug.web.app 4. ScreenshotOne - Capture Website Screenshots ScreenshotOne ScreenshotOne is a tool for generating high-quality screenshots of websites via API, providing a fast solution for thumbnail generation and more. Key features & why to use it: Key features & why to use it: High-resolution, customizable screenshots with URL-based parameters. Integrates easily with automation and workflow tools. Supports viewport and device type customization. High-resolution, customizable screenshots with URL-based parameters. High-resolution, customizable screenshots with URL-based parameters. Integrates easily with automation and workflow tools. Integrates easily with automation and workflow tools. Supports viewport and device type customization. Supports viewport and device type customization. 🌎 Website Link: https://screenshotone.com 🌎 Website Link: https://screenshotone.com 5. Docz - Build & Maintain Documentation Docz Docz is an open-source documentation framework for quickly generating and managing project documentation. Key features & why to use it: Key features & why to use it: Built-in support for MDX to integrate code with documentation. Theming options for customizing documentation appearance. Quick setup with zero-config requirements for easy onboarding. Built-in support for MDX to integrate code with documentation. Built-in support for MDX to integrate code with documentation. Theming options for customizing documentation appearance. Theming options for customizing documentation appearance. Quick setup with zero-config requirements for easy onboarding. Quick setup with zero-config requirements for easy onboarding. 🌎 Website Link: https://www.docz.site 🌎 Website Link: https://www.docz.site 6. Antimetal - Optimize Cloud Costs Antimetal Antimetal is a cost-saving tool that helps reduce cloud expenses on platforms like AWS, making it ideal for optimizing cloud infrastructure costs. Key features & why to use it: Key features & why to use it: Automated recommendations for cost savings. Comprehensive monitoring and reporting for cloud usage insights. No-code UI for easy management by both technical and non-technical users. Automated recommendations for cost savings. Automated recommendations for cost savings. Comprehensive monitoring and reporting for cloud usage insights. Comprehensive monitoring and reporting for cloud usage insights. No-code UI for easy management by both technical and non-technical users. No-code UI for easy management by both technical and non-technical users. 🌎 Website Link: https://antimetal.com 🌎 Website Link: https://antimetal.com 7. TiinyHost - Hosting for Small Projects TiinyHost TiinyHost is a simple web hosting tool designed to quickly deploy static websites, perfect for prototypes, portfolios, and testing. Key features & why to use it: Key features & why to use it: Allows users to deploy websites by simply uploading files. Quick and easy publishing without complicated setup. Ideal for designers and developers needing a quick, shareable link. Allows users to deploy websites by simply uploading files. Allows users to deploy websites by simply uploading files. Quick and easy publishing without complicated setup. Quick and easy publishing without complicated setup. Ideal for designers and developers needing a quick, shareable link. Ideal for designers and developers needing a quick, shareable link. 🌎 Website Link: https://tiiny.host/ 🌎 Website Link: https://tiiny.host/ 8. CompressX - Efficient Image/Video Compression CompressX CompressX is a macOS app for compressing images and videos, allowing developers to optimize media assets for web and mobile applications. Key features & why to use it: Key features & why to use it: Supports image and video compression for up to 90% file size reduction. Automatically compress new files in monitored folders and the option to compress multiple files simultaneously. Great for developers looking to reduce asset sizes for faster load times. Supports image and video compression for up to 90% file size reduction. Supports image and video compression for up to 90% file size reduction. Automatically compress new files in monitored folders and the option to compress multiple files simultaneously. Automatically compress new files in monitored folders and the option to compress multiple files simultaneously. Great for developers looking to reduce asset sizes for faster load times. Great for developers looking to reduce asset sizes for faster load times. 🌎 Website Link: https://compressx.app/ 🌎 Website Link: https://compressx.app/ 9. File.Rocks - Secure File Sharing File.Rocks File.Rocks is a tool that allows users to upload files, organize them into folders, and share them with flexible privacy settings. Key features & why to use it: Key features & why to use it: End-to-end encrypted file sharing for added security. Temporary links with expiration options to control file access. Wide support for storage like Amazon S3, Cloudflare R2, Wasabi, etc. End-to-end encrypted file sharing for added security. End-to-end encrypted file sharing for added security. Temporary links with expiration options to control file access. Temporary links with expiration options to control file access. Wide support for storage like Amazon S3, Cloudflare R2, Wasabi, etc. Wide support for storage like Amazon S3, Cloudflare R2, Wasabi, etc. 🌎 Website Link: https://www.file.rocks/ 🌎 Website Link: https://www.file.rocks/ 10. Lightspeed - Optimize Web Performance Lightspeed Lightspeed is a tool for optimizing web performance by monitoring and analyzing website load times, focusing on improving user experience. Key features & why to use it: Key features & why to use it: Provides insights into page speed and performance metrics. Real-time data collection for detailed performance analysis. Identifies bottlenecks and provides recommendations to improve. Provides insights into page speed and performance metrics. Provides insights into page speed and performance metrics. Real-time data collection for detailed performance analysis. Real-time data collection for detailed performance analysis. Identifies bottlenecks and provides recommendations to improve. Identifies bottlenecks and provides recommendations to improve. 🌎 Website Link: https://lightspeed.run/ 🌎 Website Link: https://lightspeed.run/ 11. JSON Crack - Visualize JSON Data Structures JSON Crack JSON Crack is a powerful visualization tool for JSON data structures, making complex data easy to read and debug. Key features & why to use it: Key features & why to use it: Converts JSON data into easy-to-understand visual diagrams. Interactive editor to update JSON data and see changes in real time. Perfect for developers needing a tool to quickly navigate JSON objects. Converts JSON data into easy-to-understand visual diagrams. Converts JSON data into easy-to-understand visual diagrams. Interactive editor to update JSON data and see changes in real time. Interactive editor to update JSON data and see changes in real time. Perfect for developers needing a tool to quickly navigate JSON objects. Perfect for developers needing a tool to quickly navigate JSON objects. 🌎 Website Link: https://jsoncrack.com/ 🌎 Website Link: https://jsoncrack.com/ 12. DevToys - Handy Utilities for Daily Dev Tasks DevToys DevToys is a Swiss Army knife for developers, featuring a collection of tools like testers, generators, encoders, decoders, formatters, and much more. Key features & why to use it: Key features & why to use it: Multiple developer utilities in one easy-to-use desktop application. Clean, offline interface designed to simplify common development tasks. Customizable application settings tailored for productivity. Multiple developer utilities in one easy-to-use desktop application. Multiple developer utilities in one easy-to-use desktop application. Clean, offline interface designed to simplify common development tasks. Clean, offline interface designed to simplify common development tasks. Customizable application settings tailored for productivity. Customizable application settings tailored for productivity. 🌎 Website Link: https://devtoys.app/ 🌎 Website Link: https://devtoys.app/ Did You Like the Resources? Here Is More 👇 Join 6000+ others to receive the best DEV resources, tools, productivity tips, and career growth advice I discover by subscribing to my newsletter ! my newsletter my newsletter Also, connect with me on Twitter, LinkedIn, and GitHub ! Twitter , LinkedIn , Twitter LinkedIn GitHub GitHub Writing has always been my passion, and it gives me pleasure to help and inspire people. If you want to get featured or partner up, feel free to get in touch ! get in touch get in touch Also published here . here

You're Going to Wish You Knew These 12 Useful Developer Tools Sooner 🧑‍💻🧙

If you’re reading this, you want to create a multi-agent system (MAS). But why would you want to do that? Let’s break it down using a framework for creating multi-agent systems called Crew AI. These agents work together to solve complex problems. We'll also walk through creating your own beginner-friendly "crew" of agents (a multi-agent system). Key highlights: Create your own agentic system
Learn about OpenAI alternatives for LLM
Differentiate agents, tasks, tools, processes and crew Why MAS? When building a multi-agent system, the first question that comes up is: why split tasks between multiple agents? Why not just assign everything to one? Instead of overloading one agent with everything, you give different tasks to different agents. For example, one agent could specialise in identifying what you need to learn, while another could find the best learning resources. They can work simultaneously, making the process faster, and if one agent makes a mistake, you only need to fix that specific task without affecting the rest of the system. It’s like having a team of specialised helpers instead of one overworked assistant. Introducing Crew AI Let me introduce you to Crew AI, a framework that lets you set up entire teams of agents to execute tasks automatically. It's open-source and supports LangChain, which gives you a ton of built-in functionality. I’ll show you how to install it, set it up, and explore it together. Crew AI is growing quickly, with over 20k stars on GitHub and a growing number of contributors. New features are being added all the time. You can find it on GitHub: https://github.com/crewAIInc/crewAI?embedable=true Installation Our goal today is to create a simple multi-agent system with Crew AI. Let’s start with the basics. After you create your project, run pip install crewai to install it. Then, import the necessary components from Crew AI, such as Agent, Task, Crew, and Process. We’ll talk about these components in more detail soon. You'll also want to securely set your API key using dotenv. For example, you could set up an OpenAI API key like this: load_dotenv()
os.environ["OPENAI_API_KEY"] = os.getenv("***")
os.environ["OPENAI_MODEL_NAME"] = os.getenv("gpt-4") Choosing the LLM Agents are like smart specialists. The first thing they need is to understand you and respond like a human. You can choose from closed models like OpenAI or use open-source local models like LLaMA for free. Local models are great because they are free, but closed models like OpenAI have the advantage of being constantly updated and able to access real-time data. Once you define the keys and model to use, Crew AI will default to using OpenAI. If you want to use a local model or another service, define the following pipeline: os.environ["GROQ_API_KEY"] = os.getenv("GROQ_API_KEY")

llm = ChatGroq(
    api_key=os.getenv("GROQ_API_KEY"),
    model="mixtral-8x7b-32768"
) This example creates an instance of theChatGroq class, which interacts with a large language model hosted by Groq. Agents and Their Roles Now, let’s understand the main components of a multi-agent system in Crew AI. The key components are Agent, Task, Crew, and Process. Here’s an example of agents that help with math: math_expert = Agent(
    role="Math Expert",
    goal="Evaluate any math expression",
    backstory="You are a math expert.",
    verbose=True,
    tools=[calculate],
    llm=llm
) Let’s go through each component it is using. I think you understand Role, Goal and Backstory because the title tells for itself. When Verbose is set to True, the agent provides detailed outputs, such as logs.
LLM shows which language model to use to execute tasks.
The agent uses tools to achieve its goals. Easy, right? Let’s create another agent: writer = Agent(
    role="Writer",
    goal="Give simple explanations from math equation results.",
    backstory="You are a content writer who explains complex topics in simple language.",
    verbose=True,
    llm=llm
) Assigning Tasks to Agents Tasks help to define agents’ responsibilities. Here’s how we create two tasks for our example: task1 = Task(
    description=f"{math_input}",
    expected_output="Provide the details in bullet points.",
    agent=math_expert
)

task2 = Task(
    description="Explain the math equation results in detail.",
    expected_output="Explain in detail and save in markdown.",
    output_file="markdown/math_solution.md",
    agent=writer
) Bringing It All Together Now comes the exciting part – creating the Crew. This is where we bring everything together: agents, tasks, tools, and processes. crew = Crew(
    agents=[math_expert, writer],
    tasks=[task1, task2],
    process=Process.sequential,
    verbose=2
) The crew consists of two agents: the math expert and the writer.
process=Process.sequential, means the tasks are executed sequentially. First, the math expert completes Task 1. Then, the writer handles Task 2. Currently, crewAI has only sequential hierarchical processes, but more complex processes like consensual and autonomous are being worked on.
The verbosity level is set to 2, providing detailed logs during execution. Starting the Crew The time flew by and now we are finalising our process by seeing the output of our work. result = crew.kickoff()
print(result) This command starts the process of executing the tasks. The math_expert agent solves the math problem first, and then the writer agent explains the results. The crew.kickoff() method manages the interaction between agents and tasks, so that everything goes smoothly and in the correct order. Here we go, it was all for this task! Nice job! ⭐️ This was a beginner-friendly introduction to crewAI and multi-agents. You were able to create your own crew! Do not stop here and continue integrating more agents, tasks and tools! There are no limitations to your imagination. If you’re reading this, you want to create a multi-agent system (MAS). But why would you want to do that? Let’s break it down using a framework for creating multi-agent systems called Crew AI. These agents work together to solve complex problems. We'll also walk through creating your own beginner-friendly "crew" of agents (a multi-agent system). Key highlights: Key highlights: Create your own agentic system Learn about OpenAI alternatives for LLM Differentiate agents, tasks, tools, processes and crew Create your own agentic system Learn about OpenAI alternatives for LLM Differentiate agents, tasks, tools, processes and crew Why MAS? When building a multi-agent system, the first question that comes up is: why split tasks between multiple agents? Why not just assign everything to one? Instead of overloading one agent with everything, you give different tasks to different agents. For example, one agent could specialise in identifying what you need to learn, while another could find the best learning resources. They can work simultaneously, making the process faster, and if one agent makes a mistake, you only need to fix that specific task without affecting the rest of the system. It’s like having a team of specialised helpers instead of one overworked assistant. Introducing Crew AI Let me introduce you to Crew AI, a framework that lets you set up entire teams of agents to execute tasks automatically. It's open-source and supports LangChain, which gives you a ton of built-in functionality. I’ll show you how to install it, set it up, and explore it together. Crew AI is growing quickly, with over 20k stars on GitHub and a growing number of contributors. New features are being added all the time. You can find it on GitHub: https://github.com/crewAIInc/crewAI?embedable=true https://github.com/crewAIInc/crewAI?embedable=true Installation Our goal today is to create a simple multi-agent system with Crew AI. Let’s start with the basics. After you create your project, run pip install crewai to install it. Then, import the necessary components from Crew AI, such as Agent, Task, Crew, and Process . We’ll talk about these components in more detail soon. pip install crewai Agent, Task, Crew, and Process You'll also want to securely set your API key using dotenv . For example, you could set up an OpenAI API key like this: dotenv load_dotenv()
os.environ["OPENAI_API_KEY"] = os.getenv("***")
os.environ["OPENAI_MODEL_NAME"] = os.getenv("gpt-4") load_dotenv()
os.environ["OPENAI_API_KEY"] = os.getenv("***")
os.environ["OPENAI_MODEL_NAME"] = os.getenv("gpt-4") Choosing the LLM Agents are like smart specialists. The first thing they need is to understand you and respond like a human. You can choose from closed models like OpenAI or use open-source local models like LLaMA for free. Local models are great because they are free, but closed models like OpenAI have the advantage of being constantly updated and able to access real-time data. Once you define the keys and model to use, Crew AI will default to using OpenAI. If you want to use a local model or another service, define the following pipeline: os.environ["GROQ_API_KEY"] = os.getenv("GROQ_API_KEY")

llm = ChatGroq(
    api_key=os.getenv("GROQ_API_KEY"),
    model="mixtral-8x7b-32768"
) os.environ["GROQ_API_KEY"] = os.getenv("GROQ_API_KEY")

llm = ChatGroq(
    api_key=os.getenv("GROQ_API_KEY"),
    model="mixtral-8x7b-32768"
) This example creates an instance of the ChatGroq class, which interacts with a large language model hosted by Groq. ChatGroq Agents and Their Roles Now, let’s understand the main components of a multi-agent system in Crew AI. The key components are Agent, Task, Crew, and Process. Here’s an example of agents that help with math: math_expert = Agent(
    role="Math Expert",
    goal="Evaluate any math expression",
    backstory="You are a math expert.",
    verbose=True,
    tools=[calculate],
    llm=llm
) math_expert = Agent(
    role="Math Expert",
    goal="Evaluate any math expression",
    backstory="You are a math expert.",
    verbose=True,
    tools=[calculate],
    llm=llm
) Let’s go through each component it is using. I think you understand Role, Goal and Backstory because the title tells for itself. When Verbose is set to True, the agent provides detailed outputs, such as logs. LLM shows which language model to use to execute tasks. The agent uses tools to achieve its goals. When Verbose is set to True , the agent provides detailed outputs, such as logs. Verbose True LLM shows which language model to use to execute tasks. LLM The agent uses tools to achieve its goals. Easy, right? Let’s create another agent: writer = Agent(
    role="Writer",
    goal="Give simple explanations from math equation results.",
    backstory="You are a content writer who explains complex topics in simple language.",
    verbose=True,
    llm=llm
) writer = Agent(
    role="Writer",
    goal="Give simple explanations from math equation results.",
    backstory="You are a content writer who explains complex topics in simple language.",
    verbose=True,
    llm=llm
) Assigning Tasks to Agents Tasks help to define agents’ responsibilities. Here’s how we create two tasks for our example: task1 = Task(
    description=f"{math_input}",
    expected_output="Provide the details in bullet points.",
    agent=math_expert
)

task2 = Task(
    description="Explain the math equation results in detail.",
    expected_output="Explain in detail and save in markdown.",
    output_file="markdown/math_solution.md",
    agent=writer
) task1 = Task(
    description=f"{math_input}",
    expected_output="Provide the details in bullet points.",
    agent=math_expert
)

task2 = Task(
    description="Explain the math equation results in detail.",
    expected_output="Explain in detail and save in markdown.",
    output_file="markdown/math_solution.md",
    agent=writer
) Bringing It All Together Now comes the exciting part – creating the Crew. This is where we bring everything together: agents, tasks, tools, and processes. crew = Crew(
    agents=[math_expert, writer],
    tasks=[task1, task2],
    process=Process.sequential,
    verbose=2
) crew = Crew(
    agents=[math_expert, writer],
    tasks=[task1, task2],
    process=Process.sequential,
    verbose=2
) The crew consists of two agents: the math expert and the writer. process=Process.sequential, means the tasks are executed sequentially. First, the math expert completes Task 1. Then, the writer handles Task 2. Currently, crewAI has only sequential hierarchical processes, but more complex processes like consensual and autonomous are being worked on. The verbosity level is set to 2, providing detailed logs during execution. The crew consists of two agents: the math expert and the writer. process=Process.sequential , means the tasks are executed sequentially. First, the math expert completes Task 1. Then, the writer handles Task 2. Currently, crewAI has only sequential hierarchical processes, but more complex processes like consensual and autonomous are being worked on. process=Process.sequential The verbosity level is set to 2, providing detailed logs during execution. Starting the Crew The time flew by and now we are finalising our process by seeing the output of our work. result = crew.kickoff()
print(result) result = crew.kickoff()
print(result) This command starts the process of executing the tasks. The math_expert agent solves the math problem first, and then the writer agent explains the results. The crew.kickoff() method manages the interaction between agents and tasks, so that everything goes smoothly and in the correct order. math_expert writer crew.kickoff() Here we go, it was all for this task! Nice job! ⭐️ This was a beginner-friendly introduction to crewAI and multi-agents. You were able to create your own crew! Do not stop here and continue integrating more agents, tasks and tools! There are no limitations to your imagination.

How to Create a Multi-Agent System Using Crew AI

Cross-Platform Design Wrapped Part 3: UI Polish and Interaction Design

Cross-Platform Design Wraped Deel 3: UI Pools en Interaksie Ontwerp

የፕላትፎርም ንድፍ የታሸገ ክፍል 3፡ UI ፖላንድኛ እና መስተጋብር ንድፍ

Cross-Platform Design Wrapped Del 3: UI Polish og Interaction Design

Diseño multiplataforma: Parte 3: Mejora de la interfaz de usuario y diseño de interacción

クロスプラットフォーム デザインのまとめ パート 3: UI の洗練とインタラクション デザイン

Kelių platformų dizaino įvyniota 3 dalis: UI poliravimas ir sąveikos dizainas

Cross-Platform Design Wrapped Deel 3: UI Polish en Interaction Design

Кроссплатформенный дизайн в обертке, часть 3: UI-полировка и дизайн взаимодействия

Naqshadaynta Madal-isku-tallaabta ee La Duubay Qaybta 3: UI Polish iyo Naqshad Is-dhexgalka

Дизајн на више платформи, део 3: Пољски кориснички интерфејс и дизајн интеракције

Cross-Platform Design na Nakabalot sa Bahagi 3: UI Polish at Interaction Design

Thiết kế đa nền tảng được gói gọn trong Phần 3: Đánh bóng giao diện người dùng và thiết kế tương tác

Getting Started with Data Analytics in Python Using PyArrow

BG Remove is a cutting-edge AI tool designed to effortlessly remove backgrounds from images with precision and speed. Whether you're a graphic designer, photographer, or just someone looking to enhance your visuals, BG Remove can significantly streamline your workflow, eliminating the need for manual edits and delivering professional-quality results in seconds. In this review, we'll take a closer look at what sets BG Remove apart from other background removal tools. From its user-friendly interface to its advanced AI capabilities, you'll discover why this tool is a game-changer. Read on to explore its unique features, benefits, and how it can transform your image editing process. Introducing BG Remove Designed for background removal, BG Remove is an AI-driven tool that analyzes images to detect objects, people, and backgrounds. It erases the background while maintaining the original quality. Utilizing proprietary algorithms, it focuses on detail and precision to accurately remove the desired areas of an image. Consequently, the platform ensures reliable and consistent background removal for all images, delivering clean and seamless results each time. This guarantees that cut-out objects will integrate smoothly into any new backgrounds, colors, or scenes. Hence, BG Remove is invaluable for refining and editing a diverse array of images, artwork, and more. When it comes to image processing, BG Remove allows users to upload different formats like JPG, PNG, and WebP. The platform supports files up to 50MB per image, enabling the editing of high-definition photos without requiring compression. Key Benefits Of BG Remove Despite the availability of similar tools, BG Remove offers compelling reasons to be your go-to solution for background editing and creating high-caliber images. Let's explore the top highlights of this platform in depth. Free to Use Solution: BG Remove is free with no limitation, eliminating the necessity for expensive tools to process images. It also spares you from hiring an expensive professional image editor. This makes it a cost-effective option for individuals and businesses wanting to edit photos without a major investment. Minimizes Time and Work: For image background removal, BG Remove provides exceptional speed and effectiveness that outperforms many market alternatives. Backgrounds can be removed in seconds, regardless of the image's size or complexity, without sacrificing quality. Additionally, it supports batch processing, ensuring you avoid lengthy wait times. Expert-Level Performance: BG Remove leverages advanced AI technology to deliver superior image quality, outshining most other background removal tools. Regardless of how intricate the background is, it accurately isolates the necessary elements without leaving any artifacts or jagged edges in the final result. Easy-To-Use Interface: As previously highlighted, BG Remove simplifies background editing. There's no need for additional hardware to begin. The tool features a user-friendly interface, making it easy for beginners to remove backgrounds effortlessly. Just upload your image, let the tool do its work, and you're done! Steps To Using BG Remove BG Remove is crafted for ease of use, catering to both amateurs and experts alike. It avoids complicated settings and maintains a clean interface, ensuring that background removal is hassle-free. To get started, simply follow these three straightforward steps: Step 1: Upload Your Image Begin by either uploading your image or dragging it into the user-friendly interface of BG Remove. Once uploaded, the advanced AI will immediately start processing the background removal. Step 2: Wait For Processing Allow a few moments for the AI to analyze your image and effectively remove the background. The processing time may vary depending on the complexity of the image and the server load. Step 3: Customize Or Save Your Image After the background has been removed, you can choose to replace it with a different background or keep the transparent output as it is. Once you're satisfied with the result, you can save the final image to your device. Uncover The Offerings Of BG Remove BG Remove is an advanced AI tool equipped with unique functionalities that enable users to efficiently eliminate backgrounds from images, ensuring superior results. The platform's standout elements include: Precision-Based Background Removal Utilizing cutting-edge AI models, BG Remove excels at differentiating between foreground and background elements, allowing for highly precise background removal. This technology delivers flawless and sharp cutouts, ensuring your images have clean edges with no signs of editing. Immediate Background Elimination Instantly transform your photos to achieve transparent backgrounds with just one click. With BG Remove, there's no need for professional editing skills or expertise to reposition your subject in a new setting. Simply upload your image, and our tool will swiftly take care of the rest. Varied Background Alternatives In addition to its background removal capabilities, BG Remove goes a step further by offering default transparent backgrounds. You can easily swap these for various colors, scenes, or make other quick image edits in no time. Mass AI Image Editing BG Remove saves you the time and effort of individually removing backgrounds from multiple images. Its batch image processing feature allows you to upload several images simultaneously, making bulk removal tasks effortless and hassle-free. Summing It All Up BG Remove is your go-to AI solution for swift and accurate background removal. It handles bulk images effortlessly, offers transparent results, and various background options. Plus, it’s free to use—check it out at BG Remove. This story was distributed by Margrowth under HackerNoon’s Brand As An Author Program. Learn more about the program here: https://business.hackernoon.com/brand-as-author BG Remove is a cutting-edge AI tool designed to effortlessly remove backgrounds from images with precision and speed. Whether you're a graphic designer, photographer, or just someone looking to enhance your visuals, BG Remove can significantly streamline your workflow, eliminating the need for manual edits and delivering professional-quality results in seconds. In this review, we'll take a closer look at what sets BG Remove apart from other background removal tools. From its user-friendly interface to its advanced AI capabilities, you'll discover why this tool is a game-changer. Read on to explore its unique features, benefits, and how it can transform your image editing process. Introducing BG Remove Designed for background removal, BG Remove is an AI-driven tool that analyzes images to detect objects, people, and backgrounds. It erases the background while maintaining the original quality. Utilizing proprietary algorithms, it focuses on detail and precision to accurately remove the desired areas of an image. BG Remove BG Remove Consequently, the platform ensures reliable and consistent background removal for all images, delivering clean and seamless results each time. This guarantees that cut-out objects will integrate smoothly into any new backgrounds, colors, or scenes. Hence, BG Remove is invaluable for refining and editing a diverse array of images, artwork, and more. When it comes to image processing, BG Remove allows users to upload different formats like JPG, PNG, and WebP. The platform supports files up to 50MB per image, enabling the editing of high-definition photos without requiring compression. Key Benefits Of BG Remove Despite the availability of similar tools, BG Remove offers compelling reasons to be your go-to solution for background editing and creating high-caliber images. Let's explore the top highlights of this platform in depth. Free to Use Solution: BG Remove is free with no limitation, eliminating the necessity for expensive tools to process images. It also spares you from hiring an expensive professional image editor. This makes it a cost-effective option for individuals and businesses wanting to edit photos without a major investment. Free to Use Solution: BG Remove is free with no limitation, eliminating the necessity for expensive tools to process images. It also spares you from hiring an expensive professional image editor. This makes it a cost-effective option for individuals and businesses wanting to edit photos without a major investment. Minimizes Time and Work: For image background removal, BG Remove provides exceptional speed and effectiveness that outperforms many market alternatives. Backgrounds can be removed in seconds, regardless of the image's size or complexity, without sacrificing quality. Additionally, it supports batch processing, ensuring you avoid lengthy wait times. Minimizes Time and Work: For image background removal, BG Remove provides exceptional speed and effectiveness that outperforms many market alternatives. Backgrounds can be removed in seconds, regardless of the image's size or complexity, without sacrificing quality. Additionally, it supports batch processing, ensuring you avoid lengthy wait times. Expert-Level Performance: BG Remove leverages advanced AI technology to deliver superior image quality, outshining most other background removal tools. Regardless of how intricate the background is, it accurately isolates the necessary elements without leaving any artifacts or jagged edges in the final result. Expert-Level Performance: BG Remove leverages advanced AI technology to deliver superior image quality, outshining most other background removal tools. Regardless of how intricate the background is, it accurately isolates the necessary elements without leaving any artifacts or jagged edges in the final result. Easy-To-Use Interface: As previously highlighted, BG Remove simplifies background editing. There's no need for additional hardware to begin. The tool features a user-friendly interface, making it easy for beginners to remove backgrounds effortlessly. Just upload your image, let the tool do its work, and you're done! Easy-To-Use Interface: As previously highlighted, BG Remove simplifies background editing. There's no need for additional hardware to begin. The tool features a user-friendly interface, making it easy for beginners to remove backgrounds effortlessly. Just upload your image, let the tool do its work, and you're done! Steps To Using BG Remove BG Remove is crafted for ease of use, catering to both amateurs and experts alike. It avoids complicated settings and maintains a clean interface, ensuring that background removal is hassle-free. To get started, simply follow these three straightforward steps: Step 1: Upload Your Image Begin by either uploading your image or dragging it into the user-friendly interface of BG Remove . Once uploaded, the advanced AI will immediately start processing the background removal. user-friendly interface of BG Remove user-friendly interface of BG Remove Step 2: Wait For Processing Allow a few moments for the AI to analyze your image and effectively remove the background. The processing time may vary depending on the complexity of the image and the server load. Step 3: Customize Or Save Your Image After the background has been removed, you can choose to replace it with a different background or keep the transparent output as it is. Once you're satisfied with the result, you can save the final image to your device. Uncover The Offerings Of BG Remove BG Remove is an advanced AI tool equipped with unique functionalities that enable users to efficiently eliminate backgrounds from images, ensuring superior results. The platform's standout elements include: Precision-Based Background Removal Utilizing cutting-edge AI models, BG Remove excels at differentiating between foreground and background elements, allowing for highly precise background removal. This technology delivers flawless and sharp cutouts, ensuring your images have clean edges with no signs of editing. Immediate Background Elimination Instantly transform your photos to achieve transparent backgrounds with just one click. With BG Remove, there's no need for professional editing skills or expertise to reposition your subject in a new setting. Simply upload your image, and our tool will swiftly take care of the rest. Varied Background Alternatives In addition to its background removal capabilities, BG Remove goes a step further by offering default transparent backgrounds. You can easily swap these for various colors, scenes, or make other quick image edits in no time. Mass AI Image Editing BG Remove saves you the time and effort of individually removing backgrounds from multiple images. Its batch image processing feature allows you to upload several images simultaneously, making bulk removal tasks effortless and hassle-free. Summing It All Up BG Remove is your go-to AI solution for swift and accurate background removal. It handles bulk images effortlessly, offers transparent results, and various background options. Plus, it’s free to use—check it out at BG Remove . BG Remove BG Remove This story was distributed by Margrowth under HackerNoon’s Brand As An Author Program. Learn more about the program here: https://business.hackernoon.com/brand-as-author This story was distributed by Margrowth under HackerNoon’s Brand As An Author Program. Learn more about the program here: https://business.hackernoon.com/brand-as-author This story was distributed by Margrowth under HackerNoon’s Brand As An Author Program. Learn more about the program here: https://business.hackernoon.com/brand-as-author https://business.hackernoon.com/brand-as-author

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