It's amazing what you can do with correlations but um they're not they're not truly intelligent
A answer - yes, interested in AI - they are not intelligent, just huge correlation machines - Donald Hoffman
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www.youtube.com www.youtube.com
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I did my um my PhD research on list machines in the artificial intelligence lab at MIT
History - Donald Hoffman - PhD on Lisp AI - Marvin Minsky - MIT lab
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do you think much about AI?
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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.
Discover how AI is shaping the future of Laravel with real-world AI integrations, from chatbots and predictive analytics to cloud-native deployments and AI-assisted development workflows.
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- Aug 2025
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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•Diagnosed and repaired hardware/software issues across phones, consoles, and embedded devices.
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•Built strong client relationships through effective communication, upselling, and loyalty program promotions.
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•Delivered personalized bill reviews to identify cost-saving opportunities and increase customer satisfaction.
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•Provided tailored mobile solutions by assessing customer needs and recommending optimal phone, plan, and accessory options.
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•Contributed to game development using Figma, ensuring engaging UI/UX design and adherence to project goals within a tight deadline.
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•Collaborated with a team to design and develop IntegrityXplorer, an interactive 'Choose Your Own Adventure' game focused on academic integrity.
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•Integrated Firebase Realtime Database for storing and retrieving user data dynamically.
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•Implemented socket communication between the Pi and a laptop to simulate IoT data transfer.
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•Configured a lightweight Linux environment and explored concurrency using threads.
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•Developed C programs on Raspberry Pi to interface with GPIO peripherals.
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newsnationnow.com newsnationnow.com
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Companies have invested billions into AI, 95 percent getting zero return
MIT report: 95% of companies see no profit from investments in generative AI, which amounted to approximately $35 billion.
Most AI pilots have no measurable impact on company profits. Attempts to implement tools like ChatGPT into the workplace primarily increase the productivity of individual employees, not the earnings of the entire company.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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•Implemented over 6 different JUnit tests for each function future-proofing development and open-source contributions.
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•Utilized Java debugging tools and eliminated 93% of identified bugs.
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•Utilized Java libraries and frameworks to create functions that allowed for recursive generation of the dice.
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•Helped over a thousand students learn additive/subtractive manufacturing best practices.
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•Designed intuitive graphical user interfaces to improve user experience.
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•Developed standards for employee software interaction, reduced operating costs by 40%, improving functionality.
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•Revised, modularized, and updated old code bases to modern code bases.
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•Unified three isolated programs into one software solution utilizing Java, PHP, SQL(MySQL), and RESTful API reducing user workload by up to 75%.
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•Hosted an average of 12 hours of open student assistance per semester.
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•Partnered with the professor, planned and implemented creative projects following the school’s curriculum and objectives, improving students’ understanding of course material.
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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.
Learn how to generate 3D images using AI models. This guide covers top tools and best practices to help designers and developers bring their 3D visions to life efficiently.
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www.youtube.com www.youtube.com
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for - youtube - BBC - AI2027 - Futures - AI - progress trap - AI - to AI2027 website - https://hyp.is/0VHJqH3cEfCm9JM_EB3ypQ/ai-2027.com/
summary - This dystopian futures scenario is the brainchild of former OpenAI researcher Daniel Kokotajlo, - It is premised on human behavior in modernity including - confirmation bias of AI researchers - entrenched competing political ideologies that motivate an AI arms race - entrenched capitalist market behavior that motivates an AI arms race - AI becoming embodied, resulting in Artificially Embodied Artificial Intelligence (AEAI), posing the danger to humanity because it's no longer just talk, but action - Can it happen? The probability is not zero.We don't really understand the behavior of the AI LLM's we design, they are nonpredictable, and as we give them even greater power, that is a slippery slope - AI can become humanity's ultimate progress trap, which is ironic, because the technology that promises to be the most efficient of all, can become so efficient, it no longer need human beings - Remember Jerry Kaplan's book "Humans need not apply"? - https://hyp.is/o0lBFH3fEfC1QLfnLSs5Bg/www.youtube.com/watch?v=JiiP5ROnzw8 - This dystopian futures scenario goes further and explores the idea that "humans need not exist"!
question - What about emulating climate change gamification of "Bend the Curve" of emissions? - Use the AI 2027 trajectory as a template and see how much real-life follows this trajectory - Just as we have the countdown to the https://climateclock.world/ ( 3 years and change remaining as of today) - perhaps we can have an AI 2027 clock? - What can we do to "bend the dystopian AI 2027 curve" AWAY from the dystopian future?
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www.youtube.com www.youtube.com
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for - youtube - Google Talks - Humans need not apply - Jerry Kaplan - 10 years after the book "Humans need not apply - the AI 2027 project - https://hyp.is/kWXQ0n3cEfCIUz_j42HHiA/www.youtube.com/watch?v=1UufaK3pQMg
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www.spectrocloud.com www.spectrocloud.com
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AI is the top growth driver: 90% of respondents expect their AI workloads on Kubernetes to grow in the next 12 months.
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www.youtube.com www.youtube.com
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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
for - AI - Hinton - maternal instincts
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knightcolumbia.org knightcolumbia.org
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AI article -- non-hysteria
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www.cmarix.com www.cmarix.com
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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.
Learn how to build an agentic SaaS platform powered by autonomous AI systems capable of perceiving, planning, deciding, and acting. Explore architecture components, real-world use cases, and transformation strategies for intelligent SaaS.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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securing access to admin and user dashboards with token expiration and refresh token logic.
Mention any security breaches avoided or user trust gained due to these measures.
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separating mood tracking and playlist services into modular routes.
Explain how this modularity improved the system's performance or maintainability.
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allows users to log moods and receive personalized check-ins and playlist recommendations.
Include user engagement metrics or feedback to demonstrate the success of the feature.
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improving cloud response times and reducing manual intervention in deployment cycles.
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ensuring continuous integration and deployment (CI/CD) pipelines for cloud infrastructure.
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optimizing architecture for cloud-native performance and resilience.
Provide metrics or examples of performance improvements achieved through this optimization.
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sharing insights to improve future AI model integration and optimization.
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leading to improved QA outcomes with up to 95% accuracy in benchmark tests.
Explain how these QA outcomes benefited the team or project to show the impact.
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reducing search time from minutes to under 10 seconds.
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achieving over 90% answer precision in test scenarios.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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Demonstrated the solution’s effectiveness, achieving recognition as a top 5 finalist by presenting measurable accuracy
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Developed an AI-based detection system using data-driven methodologies
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Created a privacy-first harassment-reporting app that auto-locates nearby SANE resources
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Organized bi-weekly events such as vinyl paint night and story-telling 101, increasing resident engagement by 25%
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Analyzed 55+ students’ needs and mapped engagement processes to increase resident participation by 25%
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Compared transcription platforms, recommendations are now referenced by project leads when choosing software
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Led an environmental scan of multi-vital-sign wearables and hospital-at-home programs
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Condensed a vendor risk-assessment questionnaire from 72 pages to 25 by removing duplicates and clarifying scope
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Partner with clinicians, researchers, and cybersecurity/privacy officers to turn clinical pain-points into digital-health pilot ideas
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www.interface-eu.org www.interface-eu.org
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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.
This is an interesting angle - ease of adoption when the tech is "boring", and reduced risk
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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•Collaborated with Minecraft server administrators to suggest features and get feedback about the plugin
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•Published plugin to websites gaining 2K+ downloads and an average 4.5/5-star review
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•Implemented GitHub OAuth to get data from user’s repositories
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•Developed a full-stack web application using with Flask serving a REST API with React as the frontend
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•Contributed 50K+ lines of code to an established codebase via Git
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•Developed a game in Java to test the generated dungeons
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•Maintained upkeep of computers, classroom equipment, and 200 printers across campus
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•Assess and troubleshoot computer problems brought by students, faculty and staff
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•Communicate with managers to set up campus computers used on campus
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•Explored ways to visualize GitHub collaboration in a classroom setting
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•Developed a full-stack web application using Flask, React, PostgreSQL and Docker to analyze GitHub data
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•Developed a REST API using FastAPI and PostgreSQL to store data from learning management systems
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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Deployed the application on AWS using an EC2 instance with Nginx as a reverse proxy.
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Designed a PostgreSQL database schema optimized for efficient task retrieval and updates.
Include performance metrics, e.g., 'reduced query time by X seconds' to demonstrate impact.
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Implemented user authentication with JWT and bcrypt for secure login and registration.
Specify the security improvements achieved, such as reduced unauthorized access incidents.
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Developed a full-stack task management web app that allows users to create, organize, and track tasks.
Quantify user adoption or efficiency improvements, e.g., 'reduced task completion time by X%.'
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Developed a game in Java to test the generated dungeons
Mention any user feedback or performance metrics that demonstrate the game's success.
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Maintain upkeep of computers, classroom equipment, and 200 printers across campus
Highlight any improvements in uptime or efficiency as a result of your maintenance efforts.
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Assess and troubleshoot computer problems brought by students, faculty and staff
Include metrics like the number of issues resolved per week or average resolution time.
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Communicate with managers to set up campus computers used on campus
Add a measurable outcome, e.g., reduced setup time by X hours or improved user satisfaction.
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Explored ways to visualize GitHub collaboration in a classroom setting
Clarify the outcome of this exploration, such as increased student engagement or understanding.
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Developed a full-stack web application using Flask, React, PostgreSQL and Docker to analyze GitHub data
Quantify the user engagement or insights gained from the application to show its effectiveness.
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Developed a REST API using FastAPI and PostgreSQL to store data from learning management systems
Specify the impact of the REST API, e.g., improved data retrieval speed by X%.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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•Implemented continuous delivery using TravisCI to build the plugin upon new a release
Specify how this improved release times or reduced errors in deployment.
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•Published plugin to websites gaining 2K+ downloads and an average 4.5/5-star review
Consider mentioning any revenue generated or user engagement metrics to highlight success.
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•Developed a full-stack web application using with Flask serving a REST API with React as the frontend
Clarify the impact of this app. Did it solve a specific problem or improve a process?
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•Contributed 50K+ lines of code to an established codebase via Git
Explain the significance of this contribution. Did it enhance functionality or fix critical issues?
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•Developed a game in Java to test the generated dungeons
Include any metrics on user engagement or feedback received from testing the game.
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•Explored methods to generate video game dungeons based off of The Legend of Zelda
What was the outcome of this exploration? Did it lead to a successful game or user feedback?
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•Maintained upkeep of computers, classroom equipment, and 200 printers across campus
Highlight any improvements in uptime or user satisfaction as a result of your maintenance efforts.
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•Assess and troubleshoot computer problems brought by students, faculty and staff
Quantify the number of issues resolved or average response time to demonstrate effectiveness.
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•Communicate with managers to set up campus computers used on campus
Make this more action-oriented. Specify how many computers were set up or any efficiency gains.
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•Explored ways to visualize GitHub collaboration in a classroom setting
Clarify outcomes of this exploration. Did it lead to any implemented solutions or improvements?
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•Developed a full-stack web application using Flask, React, PostgreSQL and Docker to analyze GitHub data
Add metrics on user engagement or performance improvements achieved through this application.
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•Developed a REST API using FastAPI and PostgreSQL to store data from learning management systems
Specify the impact of the API. Did it improve efficiency or user experience? Quantify if possible.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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Deployed the application on AWS using an EC2 instance with Nginx as a reverse proxy.
Specify the benefits: what improvements in performance or reliability did this deployment achieve?
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Developed a full-stack task management web app that allows users to create, organize, and track tasks.
Quantify success: how many tasks were managed or users gained efficiency through this app?
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Developed a full-stack web application using with Flask serving a REST API with React as the frontend
Clarify the impact: how many users utilized this app, and what problems did it solve for them?
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Developed a game in Java to test the generated dungeons
Include metrics: how many users tested it, and what feedback did you receive on gameplay?
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Explored methods to generate video game dungeons based off of The Legend of Zelda
Add specifics: what was the goal of this exploration, and how was it received by users or testers?
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Assess and troubleshoot computer problems brought by students, faculty and staff
Quantify your impact: how many issues resolved per week/month and any improvements in satisfaction?
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Communicate with managers to set up campus computers used on campus
Make this more impactful: how many computers were set up, and what was the result of this setup?
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Explored ways to visualize GitHub collaboration in a classroom setting
Clarify the outcome: did this lead to improved collaboration or understanding among students?
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Developed a full-stack web application using Flask, React, PostgreSQL and Docker to analyze GitHub data
Quantify the results: what insights were gained or how many users benefited from this app?
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Developed a REST API using FastAPI and PostgreSQL to store data from learning management systems
Specify the impact: how did this API improve data handling or user experience?
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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Deployed the application on AWS using an EC2 instance with Nginx as a reverse proxy.
Explain the benefits of this deployment choice, such as improved load times or scalability.
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Developed a full-stack task management web app that allows users to create, organize, and track tasks.
Include user statistics or feedback to illustrate the app's effectiveness and user satisfaction.
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Developed a full-stack web application using with Flask serving a REST API with React as the frontend
Avoid redundancy; clarify unique features or user benefits that distinguish this app from others.
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Developed a game in Java to test the generated dungeons
Mention any feedback received from users or improvements in gameplay as a result of your development.
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Assess and troubleshoot computer problems brought by students, faculty and staff
Include the average resolution time or percentage of issues resolved to show effectiveness.
-
Communicate with managers to set up campus computers used on campus
Quantify the number of computers set up or the efficiency gained through your communication efforts.
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Explored ways to visualize GitHub collaboration in a classroom setting
Clarify the outcome of this exploration; did it lead to any implemented solutions or insights?
-
Developed a full-stack web application using Flask, React, PostgreSQL and Docker to analyze GitHub data
Add metrics on user engagement or performance improvements from the app to demonstrate impact.
-
Developed a REST API using FastAPI and PostgreSQL to store data from learning management systems
Specify how the API improved data management or user experience to quantify impact.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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Deployed the application on AWS using an EC2 instance with Nginx as a reverse proxy.
Mention any cost savings or performance enhancements achieved through this deployment strategy.
-
Designed a PostgreSQL database schema optimized for efficient task retrieval and updates.
Specify the performance improvement, such as reduced query time or increased data retrieval speed.
-
Developed a full-stack task management web app that allows users to create, organize, and track tasks.
Quantify user engagement or efficiency improvements, e.g., 'reduced task completion time by X%'.
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Developed a full-stack web application using with Flask serving a REST API with React as the frontend
Remove 'using with' for clarity. Add impact metrics, such as user adoption rates or performance improvements.
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Developed a game in Java to test the generated dungeons
Mention any user feedback or performance metrics that demonstrate the game's success or engagement.
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Assess and troubleshoot computer problems brought by students, faculty and staff
Include metrics on the number of issues resolved or average resolution time to show efficiency.
-
Communicate with managers to set up campus computers used on campus
Quantify the number of computers set up or the time saved through your communication efforts.
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Explored ways to visualize GitHub collaboration in a classroom setting
Clarify the outcome of this exploration. Did it lead to any implemented solutions or improved learning outcomes?
-
Developed a full-stack web application using Flask, React, PostgreSQL and Docker to analyze GitHub data
Add metrics on user engagement or efficiency improvements resulting from the application.
-
Developed a REST API using FastAPI and PostgreSQL to store data from learning management systems
Specify the impact of the API, e.g., improved data retrieval speed by X% or reduced storage costs by Y%.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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Leading the development of a machine learning cursor peripheral that tracks eye movements.
Clarify the potential applications or benefits of this technology to provide context for its significance.
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Leading the development of a public crowdsourced aggregate information about internships.
Specify the expected impact of this project. How will it benefit users or improve internship accessibility?
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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%.
Provide context on what 'efficiency' means here. What specific tasks were made easier or faster?
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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.
Specify how this automation improved deployment frequency or reduced errors in production.
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Designed a highly efficient system flow in integration and canary testing, decreasing latency by 70% and cost per API invocation by 2000%.
Clarify the baseline metrics for latency and cost to provide context for the improvements made.
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Streamlined session management across internal teams by consolidating different types of sessions into a single master session, simplifying workflows between upstream and downstream callers.
Quantify the efficiency gained or time saved through this consolidation to better illustrate the impact.
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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.
Explain how the $240,000 savings was calculated and what specific processes were improved to achieve this.
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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.
Break down the specific operational problems solved and how they directly impacted user experience or system reliability.
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Addressed security challenges in serving device authentication and authorization flows to extremely reduce the chance of phishing attacks for customers.
Quantify the reduction in phishing incidents or security breaches to highlight the effectiveness of your solutions.
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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.
Clarify how this paradigm shift benefited AWS users or reduced costs. Provide measurable outcomes.
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Took ownership of maintaining OIDC and SAML services for customer federation and integration with native and third-party applications across AWS.
Specify the impact of maintaining these services. How did it improve customer experience or system performance?
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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triggering proactive alerts and automated treasury actions for DAOs and crypto funds.
Specify the impact of alerts (e.g., 'reducing response time to market changes by 50%').
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reducing hosting costs by over 90%
Clarify the original hosting cost for context (e.g., 'from $200/month to $20/month').
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eliminating cluttered review threads.
Quantify the reduction in clutter (e.g., 'reducing review threads by 50%').
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driving fast and iterative improvements
Be specific about the improvements (e.g., 'reducing review time by 30%').
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restoring broken mobile views and ensuring consistent, functional interfaces across devices.
Specify the impact on user experience (e.g., 'increasing mobile user engagement by 20%').
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eliminating the need for 100+ complex spreadsheets
Quantify the efficiency gained (e.g., 'reducing data retrieval time by 40%').
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enabling 30+ executives to securely access operational, financial, and customer data.
Clarify the benefit to executives (e.g., 'improving decision-making speed').
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cutting developer testing setup time significantly
Quantify the time reduction (e.g., 'reducing setup time by 50%') for stronger impact.
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increasing overall coverage by 15%.
Specify the original coverage percentage for context (e.g., 'from 60% to 75%').
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saving supervisors hours of manual entry each month.
Quantify the time saved (e.g., 'saving 10+ hours monthly') for clearer impact.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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help students locate nearby study spots
Quantify the number of users or sessions to demonstrate the app's reach and impact.
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allow expense-splitting directly in your group chat
Mention any user engagement metrics or feedback to showcase the bot's effectiveness.
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triggering proactive alerts and automated treasury actions
Clarify the outcome of these alerts; how did it benefit the DAOs or crypto funds?
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reducing hosting costs by over 90%
Include the original hosting cost to emphasize the financial impact of your re-architecture.
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driving fast and iterative improvements
Specify the improvements made or metrics that show the effectiveness of the bot.
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ensuring consistent, functional interfaces across devices.
Provide specific user feedback or metrics that demonstrate the improvement in user experience.
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eliminating the need for 100+ complex spreadsheets
Clarify the impact on decision-making or efficiency for the executives who used the dashboards.
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cutting developer testing setup time significantly
Quantify the time saved in testing setup to illustrate the impact of your tool.
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increasing overall coverage by 15%.
Specify the initial coverage percentage to highlight the improvement more effectively.
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saving supervisors hours of manual entry each month.
Quantify the exact hours saved to provide a clearer impact of your work.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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help students locate nearby study spots, track study sessions, and create study groups.
Quantify user engagement or improvements in study habits resulting from the application.
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allow expense-splitting directly in your group chat with fast, secure, on-chain expense records.
Include user metrics or feedback to demonstrate the tool's adoption and effectiveness.
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triggering proactive alerts and automated treasury actions for DAOs and crypto funds.
Specify the frequency or significance of alerts triggered to highlight the system's effectiveness.
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reducing hosting costs by over 90% and enabling on-demand execution.
Clarify how cost savings were redirected or reinvested, or the impact on project scalability.
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eliminating cluttered review threads.
Quantify the reduction in time spent on reviews or the increase in review efficiency.
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driving fast and iterative improvements and integrating AI-powered feedback directly within Discord.
Provide specific outcomes from the feedback integration, such as user adoption rates or satisfaction scores.
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restoring broken mobile views and ensuring consistent, functional interfaces across devices.
Add metrics on user engagement or satisfaction improvements post-redesign.
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enabling 30+ executives to securely access operational, financial, and customer data.
Quantify the impact of this access on decision-making or operational efficiency for the executives.
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cutting developer testing setup time by 86% by eliminating the need for test accounts.
Explain how this time savings affected project timelines or team productivity.
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increasing overall coverage by 15%.
Specify the impact of increased coverage on the project's reliability or performance metrics.
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automating shift imports into the HR system for 700+ employees and saving 50+ hr/month of manual entry.
Clarify how this automation improved HR efficiency or employee satisfaction beyond time savings.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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Developed a full-stack web application to help students locate nearby study spots, track study sessions, and create study groups.
Add metrics on user engagement or feedback to showcase the app's impact on student productivity.
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allow expense-splitting directly in your group chat with fast, secure, on-chain expense records.
Quantify user adoption or transaction volume to illustrate the tool's success.
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triggering proactive alerts and automated treasury actions for DAOs and crypto funds.
Specify the frequency of alerts or actions taken to demonstrate the system's effectiveness.
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reducing hosting costs by over 90% and enabling on-demand execution.
Clarify the previous hosting costs to emphasize the financial impact of this change.
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driving fast and iterative resume improvements for a community of 2000+ students.
Include metrics on how many resumes were improved or the feedback received from users.
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Participated in daily scrum meetings with a team of 5 developers to discuss new ideas and strategies in line with the agile workflow.
Highlight any specific contributions or outcomes from these meetings to show leadership or initiative.
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restoring broken mobile views and ensuring consistent, functional interfaces across devices.
Add metrics on user engagement or satisfaction improvements post-redesign.
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eliminating the need for 100+ complex spreadsheets and enabling 30+ executives to securely access operational, financial, and customer data.
Quantify the time saved for executives or any decision-making improvements resulting from this change.
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cutting developer testing setup time by 86% by eliminating the need for test accounts.
Explain how this time savings affected project timelines or team productivity.
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increasing overall coverage by 15%.
Specify the original coverage percentage to better illustrate the improvement's significance.
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automating shift imports into the HR system for 700+ employees and saving 50+ hr/month of manual entry.
Clarify how this automation impacted overall HR efficiency or employee satisfaction.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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Developing an AI agent that monitors stablecoin flows in real time and infers intent behind large movements such as panic selling or emerging depeg risks, triggering proactive alerts and automated treasury actions for DAOs and crypto funds.
Consider shortening for clarity; e.g., 'Developing an AI agent to monitor stablecoin flows and trigger alerts for large movements.'
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Implemented in-line PDF annotations through integration with Hypothes.is and AWS S3, automated change detection for resume updates, and version tracking with DynamoDB.
Break into two sentences for clarity; consider rephrasing 'automated change detection' to 'automated detection of changes'.
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Built a Discord bot to streamline collaborative resume reviews, driving fast and iterative resume improvements for a community of 2000+ students.
Specify 'driving fast and iterative improvements' with measurable outcomes, e.g., 'resulting in 30% faster review times'.
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Participated in daily scrum meetings with a team of 5 developers to discuss new ideas and strategies in line with the agile workflow.
Use active voice: 'Collaborated in daily scrum meetings with a team of 5 developers...' for a stronger impact.
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Redesigned layout and fixed critical responsiveness issues on 10+ web pages using Bootstrap, restoring broken mobile views and ensuring consistent, functional interfaces across devices.
Quantify 'critical responsiveness issues' with specifics to enhance impact; e.g., 'fixed 5 critical responsiveness issues'.
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Developed dashboards for an internal portal with .NET Core MVC, eliminating the need for 100+ complex spreadsheets and enabling 30+ executives to securely access operational, financial, and customer data.
Consider rephrasing 'eliminating the need for 100+ complex spreadsheets' to 'replacing 100+ complex spreadsheets' for stronger impact.
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cutting developer testing setup time by 86% by eliminating the need for test accounts.
Rephrase to 'reducing developer testing setup time by 86% by eliminating test accounts' for conciseness.
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Led backend unit testing automation for the shift bidding platform using xUnit, SQLite, and Azure Pipelines, contributing 40+ tests, identifying logic errors, and increasing overall coverage by 15%.
Break into two sentences for clarity; consider rephrasing 'increasing overall coverage by 15%' to 'increasing test coverage by 15%'.
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automating shift imports into the HR system for 700+ employees and saving 50+ hr/month of manual entry.
Clarify '50+ hr/month' to '50+ hours/month' for grammatical accuracy.
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Jazz Aviation |React, TypeScript, .NET, C#, SQL, Azure, Git Halifax, NS
Add a space after the pipe for better readability: 'Jazz Aviation | React, TypeScript...'.
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Software Developer Intern May. 2025 – Present
Use 'May 2025 – Present' for consistency with other dates. Avoid periods after 'May' and 'Present'.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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Built an NLP-powered Telegram Bot that parses natural language commands to allow expense-splitting directly in your group chat
Specify user engagement metrics or feedback to illustrate the bot's effectiveness and popularity.
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Developing an AI agent that monitors stablecoin flows in real time and infers intent behind large movements
Clarify the potential impact or use cases of this AI agent to highlight its significance.
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Re-architected EC2-based infrastructure to a serverless, event-driven model using AWS Lambda
Include specific performance metrics or improvements achieved post-rearchitecture for clarity.
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Built a Discord bot to streamline collaborative resume reviews, driving fast and iterative resume improvements for a community of 2000+ students.
Add specific metrics on how many resumes were improved or how quickly to demonstrate impact.
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Participated in daily scrum meetings with a team of 5 developers to discuss new ideas and strategies in line with the agile workflow.
Focus on your contributions or outcomes from these meetings to highlight your role more effectively.
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eliminating the need for 100+ complex spreadsheets and enabling 30+ executives to securely access operational, financial, and customer data.
Clarify how this change improved decision-making or efficiency for the executives.
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cutting developer testing setup time by 86% by eliminating the need for test accounts.
Quantify the time saved in hours or days to provide clearer context for the impact.
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Developed an end-to-end shift bid publishing feature using Azure Functions (C#), SQL, and Azure Logic Apps
Specify the business impact of the feature beyond time savings to enhance significance.
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- Jul 2025
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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Developed a full-stack web application to help students locate nearby study spots, track study sessions, and create study groups.
Quantify the number of users or sessions tracked to demonstrate the app's usage and impact.
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Built an NLP-powered Telegram Bot that parses natural language commands to allow expense-splitting directly in your group chat with fast, secure, on-chain expense records.
Include user adoption rates or feedback to illustrate the bot's effectiveness and popularity.
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Developing an AI agent that monitors stablecoin flows in real time and infers intent behind large movements such as panic selling or emerging depeg risks, triggering proactive alerts and automated treasury actions for DAOs and crypto funds.
Clarify the potential financial impact or risk reduction achieved through this AI agent's alerts.
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Built a Discord bot to streamline collaborative resume reviews, driving fast and iterative resume improvements for a community of 2000+ students.
Add metrics on how many resumes were improved or user satisfaction ratings to demonstrate impact.
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Participated in daily scrum meetings with a team of 5 developers to discuss new ideas and strategies in line with the agile workflow.
Highlight a specific contribution or idea that led to a significant improvement in team performance.
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Redesigned layout and fixed critical responsiveness issues on 10+ web pages using Bootstrap, restoring broken mobile views and ensuring consistent, functional interfaces across devices.
Specify the user engagement metrics or feedback received post-redesign to showcase impact.
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Developed dashboards for an internal portal with .NET Core MVC, eliminating the need for 100+ complex spreadsheets and enabling 30+ executives to securely access operational, financial, and customer data.
Quantify the decision-making improvements or time saved for executives due to the dashboards.
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Built a React/.NET impersonation tool enabling admins to emulate employee sessions for support and troubleshooting, cutting developer testing setup time by 86% by eliminating the need for test accounts.
Consider rephrasing to emphasize how this tool improved support response times or user experience.
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Led backend unit testing automation for the shift bidding platform using xUnit, SQLite, and Azure Pipelines, contributing 40+ tests, identifying logic errors, and increasing overall coverage by 15%.
Add a specific example of a critical bug found to highlight the importance of your contributions.
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Developed an end-to-end shift bid publishing feature using Azure Functions (C#), SQL, and Azure Logic Apps, automating shift imports into the HR system for 700+ employees and saving 50+ hr/month of manual entry.
Clarify the impact by stating how this improved efficiency or employee satisfaction beyond just time saved.
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resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
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Participated in daily scrum meetings with a team of 5 developers
Highlight any specific contributions or outcomes from these meetings to showcase teamwork impact.
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Developed a full-stack web application to help students locate nearby study spots
Add user metrics or feedback to demonstrate the app's effectiveness or popularity.
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