Discover how computer vision in AI is transforming industries by giving machines the ability to “see” and understand the visual world. This guide explores its core technology, diverse applications from self-driving cars to healthcare, and future trends, all while emphasizing its profound impact on business and daily life.

Deciding between AI vs traditional software isn’t easy. Businesses struggle to decide between reliability and innovation. Do you stick with proven, rule-based systems or invest in adaptive, data-driven AI? This blog breaks down the differences, advantages, and use cases so you can make the right choice for your business.

Developed an end-to-end full-stack web application to help students locate nearby study spots, track study sessions, and create study groups.

Led the development of a Telegram Bot that parses natural language commands to allow fast, secure expense-splitting on Aptos blockchain directly in your group chat.

Trained a PyTorch neural network to classify forehand vs backhand shot techniques based on player joint positions, achieving 87% test accuracy.

Implemented an upload-to-review system with AWS S3 for uploads, Hypothes.is for in-line resume annotations, and version tracking via DynamoDB, driving fast and iterative peer reviews.

Developed a Discord bot to streamline collaborative resume reviews for 2,000+ students, eliminating cluttered review threads and combining both peer and AI-powered resume annotations directly in Discord.

Redesigned layout and fixed critical responsiveness issues on 10+ web pages using Bootstrap, restoring broken mobile views and ensuring consistent, functional interfaces across devices.

Developed dashboards for an internal portal with .NET Core, C#, and jQuery, eliminating the need for 100+ complex spreadsheets and enabling 30+ executives to securely access operational, financial, and customer data.

Spearheaded backend unit testing automation for the shift-bidding platform using xUnit, SQLite, and Azure CI/CD Pipelines, contributing 40+ tests, identifying logic errors, and increasing overall test coverage by 15%.

Automated monthly shift-bid data transfers into the company HR system for 700+ employees using C#, SQL, and Azure Functions, saving supervisors hours of manual entry each month.

Led the development of an Agentic AI staff scheduling app with React, C#/.NET, and Azure OpenAI, automating schedule templates for 12,000+ monthly flights and ensuring compliance with a RAG Policy chatbot.

Current intellectual property laws constitute an “anti-constitutional” barrier to the transformative potential of artificial intelligence (AI), systematically frustrating the explicit purpose of the Intellectual Property (IP) Clause.

Instructed 1,000+ students on manufacturing best practices, emphasizing safety and build quality.

Trained over 100 students every semester on the safety protocols and applicable use cases for all MakerSpace equipment including 3D printers(FDM/SLA), laser cutters, CNC Machines, thermal formers, hand/power tools.

Developed python-based computer vision dice recognition application capable of detecting and logging results for multiple dice types (D4–D20).

Created standards for employee software interaction, improved efficiency, reducing operation costs by 40%.

Revised, modularized, and updated old assembly program to a modern code base removing 22 detected bugs enabling future feature implementation.

Unified three isolated programs into one software solution utilizing Java, PHP, SQL(MySQL), and RESTful API, removing the need for paper communication digitizing employee work.

Supported 45 project groups with project management including Project Charter, Scope, DOD, Stakeholder management, WBS/WBS dictionary, scrum ceremonies, risk assessment, Agile, lifecycle, and product handover.

Planned and implemented creative projects following the school’s curriculum and objectives, improving students’ understanding of course material, resulting in an average of a letter grade improvement.

even this idea of progress

very soon people will think that if you turn off their their their algorithm you're killing their pet,

I think we we we we're going through some sort of consciousness war or even spiritual war.

other philosophical worldviews with respect to consciousness. Now it's urgent because now we have AI

Every leap comes with unintended consequences.Sam Altman believes this device could add a trillion dollars in value to OpenAI. It may be their iPhone moment.

Managed conflicts with empathy, using active listening and de-escalation to maintain a respectful community.

Fostered an inclusive environment by engaging with residents and building peer connections.

Created a user interface for quick and easy access enhancing user experience and system security.

Developed a comprehensive Python and MySQL system, enabling efficient identification tracking.

Performed thorough testing to ensure good player experience and proper functionality of game mechanics.

Designed and developed a 2D shooter game, following the software development lifecycle to ensure structured workflows.

Developed functionality using Java and Spring Boot to support core features like user management and game interactions.

Enhanced the UI and fixed critical bugs, resulting in positive client feedback and contributing to an A+ final grade.

Migrated the project to a self-hosted environment and repaired the CI/CD pipeline, restoring automated deployments.

Implemented an LLM chatbox for AI-assisted debugging, fulfilling the client's priority and enhancing the tool's functionality.

Collaborated within a 6-person team in an Agile environment, delivering project milestones over 5 sprints and incorporating peer feedback through 360-degree reviews.

It's amazing what you can do with correlations but um they're not they're not truly intelligent

I did my um my PhD research on list machines in the artificial intelligence lab at MIT

do you think much about AI?

Laravel is not just keeping up with AI, it is thriving with it. The future of Laravel is all about smarter builds, AI integration, and scalable architecture. This blog dives into what’s changing and why it matters now.

•Diagnosed and repaired hardware/software issues across phones, consoles, and embedded devices.

•Built strong client relationships through effective communication, upselling, and loyalty program promotions.

•Delivered personalized bill reviews to identify cost-saving opportunities and increase customer satisfaction.

•Provided tailored mobile solutions by assessing customer needs and recommending optimal phone, plan, and accessory options.

•Contributed to game development using Figma, ensuring engaging UI/UX design and adherence to project goals within a tight deadline.

•Collaborated with a team to design and develop IntegrityXplorer, an interactive 'Choose Your Own Adventure' game focused on academic integrity.

•Integrated Firebase Realtime Database for storing and retrieving user data dynamically.

•Implemented socket communication between the Pi and a laptop to simulate IoT data transfer.

•Configured a lightweight Linux environment and explored concurrency using threads.

•Developed C programs on Raspberry Pi to interface with GPIO peripherals.

Companies have invested billions into AI, 95 percent getting zero return

•Implemented over 6 different JUnit tests for each function future-proofing development and open-source contributions.

•Utilized Java debugging tools and eliminated 93% of identified bugs.

•Utilized Java libraries and frameworks to create functions that allowed for recursive generation of the dice.

•Helped over a thousand students learn additive/subtractive manufacturing best practices.

•Designed intuitive graphical user interfaces to improve user experience.

•Developed standards for employee software interaction, reduced operating costs by 40%, improving functionality.

•Revised, modularized, and updated old code bases to modern code bases.

•Unified three isolated programs into one software solution utilizing Java, PHP, SQL(MySQL), and RESTful API reducing user workload by up to 75%.

•Hosted an average of 12 hours of open student assistance per semester.

•Partnered with the professor, planned and implemented creative projects following the school’s curriculum and objectives, improving students’ understanding of course material.

This blog discusses how to generate 3D images using AI using text prompts or 2D images. We discuss how to set up your system to AI-powered 3D image generation, including hardware and software requirements. You also get information on leading 3D AI tools like Meshy AI, Spline and more.

AI  is the top growth driver: 90% of respondents expect their AI workloads on Kubernetes to grow in the next 12 months.

there's very few examples. We know of smarter things being controlled by less smart things. In fact, pretty much the only example we know is a mother being controlled by to make that happen. Evolution built maternal instincts into the moth

This guide shows how to build an Agentic SaaS platform that pairs scalable cloud software with autonomous AI agents to learn and adapt. It covers core design principles, real-world use cases, and practical steps to future-proof your business. The focus is on enhancing user experience, boosting efficiency, and ensuring strong security through seamless AI integration.

securing access to admin and user dashboards with token expiration and refresh token logic.

separating mood tracking and playlist services into modular routes.

allows users to log moods and receive personalized check-ins and playlist recommendations.

improving cloud response times and reducing manual intervention in deployment cycles.

ensuring continuous integration and deployment (CI/CD) pipelines for cloud infrastructure.

optimizing architecture for cloud-native performance and resilience.

sharing insights to improve future AI model integration and optimization.

leading to improved QA outcomes with up to 95% accuracy in benchmark tests.

reducing search time from minutes to under 10 seconds.

achieving over 90% answer precision in test scenarios.

Demonstrated the solution’s effectiveness, achieving recognition as a top 5 finalist by presenting measurable accuracy

Developed an AI-based detection system using data-driven methodologies

Created a privacy-first harassment-reporting app that auto-locates nearby SANE resources

Organized bi-weekly events such as vinyl paint night and story-telling 101, increasing resident engagement by 25%

Analyzed 55+ students’ needs and mapped engagement processes to increase resident participation by 25%

Compared transcription platforms, recommendations are now referenced by project leads when choosing software

Led an environmental scan of multi-vital-sign wearables and hospital-at-home programs

Condensed a vendor risk-assessment questionnaire from 72 pages to 25 by removing duplicates and clarifying scope

Partner with clinicians, researchers, and cybersecurity/privacy officers to turn clinical pain-points into digital-health pilot ideas

But won’t this stifle innovation, one might worry? Quite the opposite, we think. Europe's competitive advantage in AI is unlikely to arise from pouring hundreds of billions into building the largest foundational models. Instead, it will come from industrial adoption, effectively integrating GPAI into useful downstream applications–an approach that plays to Europe’s true strengths: rich data pools, world-class applied engineering capabilities and dynamic SMEs, which make up 99% of all businesses.

•Collaborated with Minecraft server administrators to suggest features and get feedback about the plugin

•Published plugin to websites gaining 2K+ downloads and an average 4.5/5-star review

•Implemented GitHub OAuth to get data from user’s repositories

•Developed a full-stack web application using with Flask serving a REST API with React as the frontend

•Contributed 50K+ lines of code to an established codebase via Git

•Developed a game in Java to test the generated dungeons

•Maintained upkeep of computers, classroom equipment, and 200 printers across campus

•Assess and troubleshoot computer problems brought by students, faculty and staff

•Communicate with managers to set up campus computers used on campus

•Explored ways to visualize GitHub collaboration in a classroom setting

•Developed a full-stack web application using Flask, React, PostgreSQL and Docker to analyze GitHub data

•Developed a REST API using FastAPI and PostgreSQL to store data from learning management systems

Deployed the application on AWS using an EC2 instance with Nginx as a reverse proxy.

Designed a PostgreSQL database schema optimized for efficient task retrieval and updates.

Implemented user authentication with JWT and bcrypt for secure login and registration.

Developed a full-stack task management web app that allows users to create, organize, and track tasks.

Developed a game in Java to test the generated dungeons

Maintain upkeep of computers, classroom equipment, and 200 printers across campus

Assess and troubleshoot computer problems brought by students, faculty and staff

Communicate with managers to set up campus computers used on campus

Explored ways to visualize GitHub collaboration in a classroom setting

Developed a full-stack web application using Flask, React, PostgreSQL and Docker to analyze GitHub data

Developed a REST API using FastAPI and PostgreSQL to store data from learning management systems

•Implemented continuous delivery using TravisCI to build the plugin upon new a release

•Published plugin to websites gaining 2K+ downloads and an average 4.5/5-star review

•Developed a full-stack web application using with Flask serving a REST API with React as the frontend

•Contributed 50K+ lines of code to an established codebase via Git

•Developed a game in Java to test the generated dungeons

•Explored methods to generate video game dungeons based off of The Legend of Zelda

•Maintained upkeep of computers, classroom equipment, and 200 printers across campus

•Assess and troubleshoot computer problems brought by students, faculty and staff

•Communicate with managers to set up campus computers used on campus

•Explored ways to visualize GitHub collaboration in a classroom setting

•Developed a full-stack web application using Flask, React, PostgreSQL and Docker to analyze GitHub data

•Developed a REST API using FastAPI and PostgreSQL to store data from learning management systems

Deployed the application on AWS using an EC2 instance with Nginx as a reverse proxy.

Developed a full-stack task management web app that allows users to create, organize, and track tasks.

Developed a full-stack web application using with Flask serving a REST API with React as the frontend

Developed a game in Java to test the generated dungeons

Explored methods to generate video game dungeons based off of The Legend of Zelda

Assess and troubleshoot computer problems brought by students, faculty and staff

Communicate with managers to set up campus computers used on campus

Explored ways to visualize GitHub collaboration in a classroom setting

Developed a full-stack web application using Flask, React, PostgreSQL and Docker to analyze GitHub data

Developed a REST API using FastAPI and PostgreSQL to store data from learning management systems

Deployed the application on AWS using an EC2 instance with Nginx as a reverse proxy.

Developed a full-stack task management web app that allows users to create, organize, and track tasks.

Developed a full-stack web application using with Flask serving a REST API with React as the frontend

Developed a game in Java to test the generated dungeons

Assess and troubleshoot computer problems brought by students, faculty and staff

Communicate with managers to set up campus computers used on campus

Explored ways to visualize GitHub collaboration in a classroom setting

Developed a full-stack web application using Flask, React, PostgreSQL and Docker to analyze GitHub data

Developed a REST API using FastAPI and PostgreSQL to store data from learning management systems

Deployed the application on AWS using an EC2 instance with Nginx as a reverse proxy.

Designed a PostgreSQL database schema optimized for efficient task retrieval and updates.

Developed a full-stack task management web app that allows users to create, organize, and track tasks.

Developed a full-stack web application using with Flask serving a REST API with React as the frontend

Developed a game in Java to test the generated dungeons

Assess and troubleshoot computer problems brought by students, faculty and staff

Communicate with managers to set up campus computers used on campus

Explored ways to visualize GitHub collaboration in a classroom setting

Developed a full-stack web application using Flask, React, PostgreSQL and Docker to analyze GitHub data

Developed a REST API using FastAPI and PostgreSQL to store data from learning management systems

Leading the development of a machine learning cursor peripheral that tracks eye movements.

Leading the development of a public crowdsourced aggregate information about internships.

Created LLM extension tools to help translate complex internal wikipedia pages to hyperlinked code snippets to help internal customers use the project at low-level logic, increasing efficiency by 300%.

Automated robust CI/CD by building custom pipelines to unit, load, and integration test the code with 100% code coverage, enhancing safety in deployment into production waves.

Designed a highly efficient system flow in integration and canary testing, decreasing latency by 70% and cost per API invocation by 2000%.

Streamlined session management across internal teams by consolidating different types of sessions into a single master session, simplifying workflows between upstream and downstream callers.

Developed portable Model Context Protocol (MCP) servers for the team, extending knowledge for AI tools such as Amazon Q and Kiro IDE to study internal data and automate self-service tools, saving $240,000 every year.

Engineered solutions to operational problems involving cache validations and cyclic calls to raise the business availability to 99.998% and lower latency in customer federation by 60% in the busiest availability zones.

Addressed security challenges in serving device authentication and authorization flows to extremely reduce the chance of phishing attacks for customers.

Led the creation of user background sessions to enable AI services such as AWS SageMaker run long-running tasks without user interactivity, creating a new paradigm in model training on AWS.

Took ownership of maintaining OIDC and SAML services for customer federation and integration with native and third-party applications across AWS.

triggering proactive alerts and automated treasury actions for DAOs and crypto funds.

reducing hosting costs by over 90%

eliminating cluttered review threads.

driving fast and iterative improvements

restoring broken mobile views and ensuring consistent, functional interfaces across devices.

eliminating the need for 100+ complex spreadsheets

enabling 30+ executives to securely access operational, financial, and customer data.

cutting developer testing setup time significantly

increasing overall coverage by 15%.

saving supervisors hours of manual entry each month.

help students locate nearby study spots

allow expense-splitting directly in your group chat

triggering proactive alerts and automated treasury actions

reducing hosting costs by over 90%

driving fast and iterative improvements

ensuring consistent, functional interfaces across devices.

eliminating the need for 100+ complex spreadsheets

cutting developer testing setup time significantly

increasing overall coverage by 15%.

saving supervisors hours of manual entry each month.

help students locate nearby study spots, track study sessions, and create study groups.

allow expense-splitting directly in your group chat with fast, secure, on-chain expense records.

triggering proactive alerts and automated treasury actions for DAOs and crypto funds.

reducing hosting costs by over 90% and enabling on-demand execution.

eliminating cluttered review threads.

driving fast and iterative improvements and integrating AI-powered feedback directly within Discord.

restoring broken mobile views and ensuring consistent, functional interfaces across devices.

enabling 30+ executives to securely access operational, financial, and customer data.

cutting developer testing setup time by 86% by eliminating the need for test accounts.

increasing overall coverage by 15%.

automating shift imports into the HR system for 700+ employees and saving 50+ hr/month of manual entry.

Developed a full-stack web application to help students locate nearby study spots, track study sessions, and create study groups.

allow expense-splitting directly in your group chat with fast, secure, on-chain expense records.

triggering proactive alerts and automated treasury actions for DAOs and crypto funds.