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Vercel Academy Part One

By Salman Hassan [Salman Zuberi Hussain] (Founder/Owner) [Written in Third-Person]

January 4th, 2025 at 8:31am

App Complete, More Research and Development!

*Builder’s Guide To The **AI SDK [Software Development Kit]** **AI SDK**- Open Source Library [*An open-source library is a collection of free, reusable code with its source (instructions) publicly available, allowing anyone to view, use, modify, and distribute it for any purpose, fostering collaboration, transparency, faster development, and cost savings in software creation] *Why is an **AI SDK** Important- Abstracts from streaming responses* **[Streaming responses is a data transfer technique where a server sends data to a client in small, continuous chunks as it becomes available, rather than waiting to generate and send the entire response all at once]***, managing tool calls, and handling provider specific **API’s** so you can focus on building features instead of infrastructure. **AI SDK**- Can easily apply to your own work **Tools** [High-end tools that help the United States] ***Design & Documentation:** Swagger, ReadMe, [SwaggerHub](https://www.google.com/search?q=SwaggerHub&sca_esv=5bb9be823fc6d962&ei=NUdaafKmLen8ptQPiIXw-AU&ved=2ahUKEwiHw4vP3PGRAxU4hIkEHV-0H5YQgK4QegQIAxAB&uact=5&oq=tools%2Fapis&gs_lp=Egxnd3Mtd2l6LXNlcnAiCnRvb2xzL2FwaXMyBBAAGB4yBhAAGAgYHjIGEAAYCBgeMgYQABgIGB4yBhAAGAgYHjIGEAAYCBgeMggQABgIGAoYHjIGEAAYCBgeMgYQABgIGB4yBhAAGAgYHkj0HVDBDVjhGnABeAGQAQCYAaIBoAH2CKoBAzIuOLgBA8gBAPgBAZgCC6ACnwnCAgoQABiwAxjWBBhHwgILEAAYgAQYkQIYigXCAgoQABiABBhDGIoFwgIQEAAYgAQYsQMYQxiDARiKBcICCxAuGIAEGLEDGIMBwgIOEC4YgAQYsQMY0QMYxwHCAhcQLhiABBixAxiDARjHARiKBRiOBRivAcICDhAAGIAEGLEDGIMBGIoFwgIKEC4YgAQYQxiKBcICEBAAGIAEGJECGIoFGEYY-QHCAg0QABiABBixAxhDGIoFwgINEC4YgAQYsQMYQxiKBcICKhAAGIAEGJECGIoFGEYY-QEYlwUYjAUY3QQYRhj5ARj0Axj1Axj2A9gBAcICDhAAGIAEGJECGLEDGIoFwgIWEC4YgAQYsQMY0QMYQxiDARjHARiKBcICEBAAGIAEGLEDGEMYyQMYigXCAgsQABiABBiSAxiKBcICBRAAGIAEwgIIEAAYgAQYsQPCAgkQABiABBgKGAvCAgkQLhiABBgKGAvCAggQABgFGAoYHpgDAIgGAZAGCLoGBggBEAEYE5IHAzMuOKAH-mmyBwMyLji4B5wJwgcHMC45LjEuMcgHIIAIAA&sclient=gws-wiz-serp&mstk=AUtExfDVTmpuIbv1ieS5rYNBHuTrg8KF4NZeqhx2JuNFdi9MQLfi0TSDEUBtoax0UAVdIOuHeAZHbpGvuiHosHdW6OSM5OkiUvX1c7X--90F4LpzCFv4FrSvldMl5XnaMfJLF_1LQ0yYl1pZvXL4ccGDCEIZ9ai8I2zEkM2rOU59NfeR27cfx1NCg5TPSn0tub0frIwD9W1KF3aYPmK-RYb_tM2yGQN6bgdEDEVWdcqWLzJzXg&csui=3), [Swagger UI](https://www.google.com/search?q=Swagger+UI&sca_esv=5bb9be823fc6d962&ei=NUdaafKmLen8ptQPiIXw-AU&ved=2ahUKEwiHw4vP3PGRAxU4hIkEHV-0H5YQgK4QegQIAxAC&uact=5&oq=tools%2Fapis&gs_lp=Egxnd3Mtd2l6LXNlcnAiCnRvb2xzL2FwaXMyBBAAGB4yBhAAGAgYHjIGEAAYCBgeMgYQABgIGB4yBhAAGAgYHjIGEAAYCBgeMggQABgIGAoYHjIGEAAYCBgeMgYQABgIGB4yBhAAGAgYHkj0HVDBDVjhGnABeAGQAQCYAaIBoAH2CKoBAzIuOLgBA8gBAPgBAZgCC6ACnwnCAgoQABiwAxjWBBhHwgILEAAYgAQYkQIYigXCAgoQABiABBhDGIoFwgIQEAAYgAQYsQMYQxiDARiKBcICCxAuGIAEGLEDGIMBwgIOEC4YgAQYsQMY0QMYxwHCAhcQLhiABBixAxiDARjHARiKBRiOBRivAcICDhAAGIAEGLEDGIMBGIoFwgIKEC4YgAQYQxiKBcICEBAAGIAEGJECGIoFGEYY-QHCAg0QABiABBixAxhDGIoFwgINEC4YgAQYsQMYQxiKBcICKhAAGIAEGJECGIoFGEYY-QEYlwUYjAUY3QQYRhj5ARj0Axj1Axj2A9gBAcICDhAAGIAEGJECGLEDGIoFwgIWEC4YgAQYsQMY0QMYQxiDARjHARiKBcICEBAAGIAEGLEDGEMYyQMYigXCAgsQABiABBiSAxiKBcICBRAAGIAEwgIIEAAYgAQYsQPCAgkQABiABBgKGAvCAgkQLhiABBgKGAvCAggQABgFGAoYHpgDAIgGAZAGCLoGBggBEAEYE5IHAzMuOKAH-mmyBwMyLji4B5wJwgcHMC45LjEuMcgHIIAIAA&sclient=gws-wiz-serp&mstk=AUtExfDVTmpuIbv1ieS5rYNBHuTrg8KF4NZeqhx2JuNFdi9MQLfi0TSDEUBtoax0UAVdIOuHeAZHbpGvuiHosHdW6OSM5OkiUvX1c7X--90F4LpzCFv4FrSvldMl5XnaMfJLF_1LQ0yYl1pZvXL4ccGDCEIZ9ai8I2zEkM2rOU59NfeR27cfx1NCg5TPSn0tub0frIwD9W1KF3aYPmK-RYb_tM2yGQN6bgdEDEVWdcqWLzJzXg&csui=3). **Testing & Debugging:** Postman, SoapUI, [Katalon](https://www.google.com/search?q=Katalon&sca_esv=5bb9be823fc6d962&ei=NUdaafKmLen8ptQPiIXw-AU&ved=2ahUKEwiHw4vP3PGRAxU4hIkEHV-0H5YQgK4QegQIAxAE&uact=5&oq=tools%2Fapis&gs_lp=Egxnd3Mtd2l6LXNlcnAiCnRvb2xzL2FwaXMyBBAAGB4yBhAAGAgYHjIGEAAYCBgeMgYQABgIGB4yBhAAGAgYHjIGEAAYCBgeMggQABgIGAoYHjIGEAAYCBgeMgYQABgIGB4yBhAAGAgYHkj0HVDBDVjhGnABeAGQAQCYAaIBoAH2CKoBAzIuOLgBA8gBAPgBAZgCC6ACnwnCAgoQABiwAxjWBBhHwgILEAAYgAQYkQIYigXCAgoQABiABBhDGIoFwgIQEAAYgAQYsQMYQxiDARiKBcICCxAuGIAEGLEDGIMBwgIOEC4YgAQYsQMY0QMYxwHCAhcQLhiABBixAxiDARjHARiKBRiOBRivAcICDhAAGIAEGLEDGIMBGIoFwgIKEC4YgAQYQxiKBcICEBAAGIAEGJECGIoFGEYY-QHCAg0QABiABBixAxhDGIoFwgINEC4YgAQYsQMYQxiKBcICKhAAGIAEGJECGIoFGEYY-QEYlwUYjAUY3QQYRhj5ARj0Axj1Axj2A9gBAcICDhAAGIAEGJECGLEDGIoFwgIWEC4YgAQYsQMY0QMYQxiDARjHARiKBcICEBAAGIAEGLEDGEMYyQMYigXCAgsQABiABBiSAxiKBcICBRAAGIAEwgIIEAAYgAQYsQPCAgkQABiABBgKGAvCAgkQLhiABBgKGAvCAggQABgFGAoYHpgDAIgGAZAGCLoGBggBEAEYE5IHAzMuOKAH-mmyBwMyLji4B5wJwgcHMC45LjEuMcgHIIAIAA&sclient=gws-wiz-serp&mstk=AUtExfDVTmpuIbv1ieS5rYNBHuTrg8KF4NZeqhx2JuNFdi9MQLfi0TSDEUBtoax0UAVdIOuHeAZHbpGvuiHosHdW6OSM5OkiUvX1c7X--90F4LpzCFv4FrSvldMl5XnaMfJLF_1LQ0yYl1pZvXL4ccGDCEIZ9ai8I2zEkM2rOU59NfeR27cfx1NCg5TPSn0tub0frIwD9W1KF3aYPmK-RYb_tM2yGQN6bgdEDEVWdcqWLzJzXg&csui=3), Apache JMeter, Hoppscotch. **Integration & Automation:** Zapier, MuleSoft, Microsoft Power Automate, [Dell Boomi](https://www.google.com/search?q=Dell+Boomi&sca_esv=5bb9be823fc6d962&ei=NUdaafKmLen8ptQPiIXw-AU&ved=2ahUKEwiHw4vP3PGRAxU4hIkEHV-0H5YQgK4QegQIAxAG&uact=5&oq=tools%2Fapis&gs_lp=Egxnd3Mtd2l6LXNlcnAiCnRvb2xzL2FwaXMyBBAAGB4yBhAAGAgYHjIGEAAYCBgeMgYQABgIGB4yBhAAGAgYHjIGEAAYCBgeMggQABgIGAoYHjIGEAAYCBgeMgYQABgIGB4yBhAAGAgYHkj0HVDBDVjhGnABeAGQAQCYAaIBoAH2CKoBAzIuOLgBA8gBAPgBAZgCC6ACnwnCAgoQABiwAxjWBBhHwgILEAAYgAQYkQIYigXCAgoQABiABBhDGIoFwgIQEAAYgAQYsQMYQxiDARiKBcICCxAuGIAEGLEDGIMBwgIOEC4YgAQYsQMY0QMYxwHCAhcQLhiABBixAxiDARjHARiKBRiOBRivAcICDhAAGIAEGLEDGIMBGIoFwgIKEC4YgAQYQxiKBcICEBAAGIAEGJECGIoFGEYY-QHCAg0QABiABBixAxhDGIoFwgINEC4YgAQYsQMYQxiKBcICKhAAGIAEGJECGIoFGEYY-QEYlwUYjAUY3QQYRhj5ARj0Axj1Axj2A9gBAcICDhAAGIAEGJECGLEDGIoFwgIWEC4YgAQYsQMY0QMYQxiDARjHARiKBcICEBAAGIAEGLEDGEMYyQMYigXCAgsQABiABBiSAxiKBcICBRAAGIAEwgIIEAAYgAQYsQPCAgkQABiABBgKGAvCAgkQLhiABBgKGAvCAggQABgFGAoYHpgDAIgGAZAGCLoGBggBEAEYE5IHAzMuOKAH-mmyBwMyLji4B5wJwgcHMC45LjEuMcgHIIAIAA&sclient=gws-wiz-serp&mstk=AUtExfDVTmpuIbv1ieS5rYNBHuTrg8KF4NZeqhx2JuNFdi9MQLfi0TSDEUBtoax0UAVdIOuHeAZHbpGvuiHosHdW6OSM5OkiUvX1c7X--90F4LpzCFv4FrSvldMl5XnaMfJLF_1LQ0yYl1pZvXL4ccGDCEIZ9ai8I2zEkM2rOU59NfeR27cfx1NCg5TPSn0tub0frIwD9W1KF3aYPmK-RYb_tM2yGQN6bgdEDEVWdcqWLzJzXg&csui=3), AWS Lambda, Google Cloud Functions. **Management & Gateways:** Apigee, Kong, IBM API Connect, Azure API Management. **AI & Machine Learning:** OpenAI Assistants API (Code Interpreter, File Search), Google Cloud AI APIs, [Tavus](https://www.google.com/search?q=Tavus&sca_esv=5bb9be823fc6d962&ei=NUdaafKmLen8ptQPiIXw-AU&ved=2ahUKEwiHw4vP3PGRAxU4hIkEHV-0H5YQgK4QegQIAxAJ&uact=5&oq=tools%2Fapis&gs_lp=Egxnd3Mtd2l6LXNlcnAiCnRvb2xzL2FwaXMyBBAAGB4yBhAAGAgYHjIGEAAYCBgeMgYQABgIGB4yBhAAGAgYHjIGEAAYCBgeMggQABgIGAoYHjIGEAAYCBgeMgYQABgIGB4yBhAAGAgYHkj0HVDBDVjhGnABeAGQAQCYAaIBoAH2CKoBAzIuOLgBA8gBAPgBAZgCC6ACnwnCAgoQABiwAxjWBBhHwgILEAAYgAQYkQIYigXCAgoQABiABBhDGIoFwgIQEAAYgAQYsQMYQxiDARiKBcICCxAuGIAEGLEDGIMBwgIOEC4YgAQYsQMY0QMYxwHCAhcQLhiABBixAxiDARjHARiKBRiOBRivAcICDhAAGIAEGLEDGIMBGIoFwgIKEC4YgAQYQxiKBcICEBAAGIAEGJECGIoFGEYY-QHCAg0QABiABBixAxhDGIoFwgINEC4YgAQYsQMYQxiKBcICKhAAGIAEGJECGIoFGEYY-QEYlwUYjAUY3QQYRhj5ARj0Axj1Axj2A9gBAcICDhAAGIAEGJECGLEDGIoFwgIWEC4YgAQYsQMY0QMYQxiDARjHARiKBcICEBAAGIAEGLEDGEMYyQMYigXCAgsQABiABBiSAxiKBcICBRAAGIAEwgIIEAAYgAQYsQPCAgkQABiABBgKGAvCAgkQLhiABBgKGAvCAggQABgFGAoYHpgDAIgGAZAGCLoGBggBEAEYE5IHAzMuOKAH-mmyBwMyLji4B5wJwgcHMC45LjEuMcgHIIAIAA&sclient=gws-wiz-serp&mstk=AUtExfDVTmpuIbv1ieS5rYNBHuTrg8KF4NZeqhx2JuNFdi9MQLfi0TSDEUBtoax0UAVdIOuHeAZHbpGvuiHosHdW6OSM5OkiUvX1c7X--90F4LpzCFv4FrSvldMl5XnaMfJLF_1LQ0yYl1pZvXL4ccGDCEIZ9ai8I2zEkM2rOU59NfeR27cfx1NCg5TPSn0tub0frIwD9W1KF3aYPmK-RYb_tM2yGQN6bgdEDEVWdcqWLzJzXg&csui=3). ***Data Extraction Script***- A data extraction script **automates gathering information from sources like websites, PDFs, or databases**, often using languages like Python (with libraries like Beautiful Soup, Pandas) or SQL, or leveraging specialized tools ([ParseHub](https://www.google.com/search?q=ParseHub&oq=data+extractions+script&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIICAEQABgWGB4yCggCEAAYCBgNGB4yDQgDEAAYhgMYgAQYigUyDQgEEAAYhgMYgAQYigUyDQgFEAAYhgMYgAQYigUyDQgGEAAYhgMYgAQYigUyBwgHEAAY7wUyCggIEAAYgAQYogTSAQg0NDQ5ajBqN6gCALACAA&sourceid=chrome&ie=UTF-8&mstk=AUtExfDB6TDsr2pOq1U7mXmy3RWlLW4uZhwiBpcvUHp-v4Ylp5uFBBmpiNDVtZUZ5SDBbzbxB5Gh7auZA50F1ZuOb_FLJqQrET0LOe3FzUMCKJkpV9tEtRO9d16OixXxdfhSAz7-exxA7PiZDBt9I0UMpugQdpwWccCS7sCb2So-wO1tJHywItHxo4iAqOjWpiLfPI2k&csui=3&ved=2ahUKEwjtlLTG4_GRAxX5D1kFHW4KOiUQgK4QegQIARAC), [Octoparse](https://www.google.com/search?q=Octoparse&oq=data+extractions+script&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIICAEQABgWGB4yCggCEAAYCBgNGB4yDQgDEAAYhgMYgAQYigUyDQgEEAAYhgMYgAQYigUyDQgFEAAYhgMYgAQYigUyDQgGEAAYhgMYgAQYigUyBwgHEAAY7wUyCggIEAAYgAQYogTSAQg0NDQ5ajBqN6gCALACAA&sourceid=chrome&ie=UTF-8&mstk=AUtExfDB6TDsr2pOq1U7mXmy3RWlLW4uZhwiBpcvUHp-v4Ylp5uFBBmpiNDVtZUZ5SDBbzbxB5Gh7auZA50F1ZuOb_FLJqQrET0LOe3FzUMCKJkpV9tEtRO9d16OixXxdfhSAz7-exxA7PiZDBt9I0UMpugQdpwWccCS7sCb2So-wO1tJHywItHxo4iAqOjWpiLfPI2k&csui=3&ved=2ahUKEwjtlLTG4_GRAxX5D1kFHW4KOiUQgK4QegQIARAD)), to collect and structure data into formats like CSV or Excel for analysis, with options ranging from simple web scraping to complex API integration or AI-driven extraction **Classification system-** *a method of organizing items, data, or organisms into groups based on shared characteristics* **Smart Form Parser-** A **Smart Form Parser** is **an artificial intelligence (AI) powered software tool that automatically extracts, understands, and structures data from various types of documents** (e.g., PDFs, scanned images, handwritten forms, etc.) without requiring manual setup for every unique layout.  *Javascript-Typeform Language React- Components, hooks, and state management Git-*[**Git**](https://git-scm.com/) is **a free, open-source distributed version control system (DVCS) used to track changes in files, most commonly source code during software development** *NodeJS***- *Node.js***® is a free, open-source, cross-platform JavaScript runtime environment that lets developers create servers, web apps, command line tools and scripts pnpm- [**pnpm.io/pnpm-vs-npm**](https://pnpm.io/pnpm-vs-npm) is **a fast, disk-space-efficient JavaScript package manager for Node.js**   ***Progressive Script Development-** Web Applications and basic functionality that works on all devises and gradually advances features.*   ***Vercel Template*** https://demo.chat-sdk.dev/   ***Generatetext**- Generates text in AI **GenerateObject**- Deprecated.*  **LLM (Large Language Model)** concepts revolve around *AI that understands and generates human language by learning patterns from massive text datasets using deep learning, primarily the [Transformer architecture](https://www.google.com/search?q=Transformer+architecture&oq=LLM+Concepts&gs_lcrp=EgZjaHJvbWUqBwgAEAAYgAQyBwgAEAAYgAQyBwgBEAAYgAQyBwgCEAAYgAQyCAgDEAAYFhgeMggIBBAAGBYYHjIICAUQABgWGB4yCAgGEAAYFhgeMgoIBxAAGAoYFhgeMggICBAAGBYYHjIICAkQABgWGB7SAQczMDlqMGo3qAIAsAIA&sourceid=chrome&ie=UTF-8&ved=2ahUKEwi1gdXx5fGRAxVGGlkFHerGNAUQgK4QegYIAQgAEBE), featuring self-attention for context, pre-training, [fine-tuning](https://www.google.com/search?q=fine-tuning&oq=LLM+Concepts&gs_lcrp=EgZjaHJvbWUqBwgAEAAYgAQyBwgAEAAYgAQyBwgBEAAYgAQyBwgCEAAYgAQyCAgDEAAYFhgeMggIBBAAGBYYHjIICAUQABgWGB4yCAgGEAAYFhgeMgoIBxAAGAoYFhgeMggICBAAGBYYHjIICAkQABgWGB7SAQczMDlqMGo3qAIAsAIA&sourceid=chrome&ie=UTF-8&ved=2ahUKEwi1gdXx5fGRAxVGGlkFHerGNAUQgK4QegYIAQgAEBI), tokenization, and predicting the next word, enabling tasks like summarization, translation, and Q&A* **Prompting Techniques**: Practice Zero-Shot, Few-Shot, and Chain-of-Thought in the AI SDK Playground A dev environment is **a dedicated workspace with tools (IDE, editor, version control, build tools) for developers to write, test, and debug code without affecting live systems** - **Smart Classification**: Automatically categorize support tickets, user feedback, and content using **`generateObject`** with Zod schemas - **Intelligent Summarization**: Build Next.js Server Actions that condense long conversations into actionable insights - **Data Extraction**: Parse natural language into structured calendar events and forms with schema refinement techniques - **UI Integration**: Use Vercel v0 to generate and integrate professional React components that display your AI-generated data