204 Matching Annotations
  1. Sep 2025
  2. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
    1. Developed an end-to-end full-stack web application to help students locate nearby study spots, track study sessions, and create study groups.

      Include user metrics or feedback that demonstrate the app's effectiveness or popularity.

    2. 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.

      Add details on user adoption rates or how this improved user experience or efficiency.

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

      Explain the significance of 87% accuracy in practical terms, such as its effect on performance analysis.

    4. 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.

      Clarify how much faster the review process became due to this implementation.

    5. 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.

      Quantify the reduction in time spent on reviews or improvement in review quality.

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

      Include metrics on user engagement or satisfaction post-redesign to highlight impact.

    7. 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.

      Add a statement on how this improved decision-making or efficiency for the executives.

    8. 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%.

      Explain how the increased test coverage improved system reliability or reduced bugs.

    9. 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.

      Quantify 'hours saved' to provide a clearer impact of your automation efforts.

    10. 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.

      Specify the percentage improvement in scheduling efficiency or time saved due to automation.

  3. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
    1. Instructed 1,000+ students on manufacturing best practices, emphasizing safety and build quality.

      Quantify the impact of your instruction. Did it lead to fewer errors or higher quality projects? Provide metrics.

    2. 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.

      Include the impact of your training. Did it lead to improved safety records or student confidence?

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

      Mention the user base or potential applications of this project. Who would benefit from it?

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

      Detail what specific standards were created. How did they lead to the 40% cost reduction? Be more specific.

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

      Explain how bug removal improved functionality or user experience. Provide examples of features enabled.

    6. 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.

      Quantify the impact of digitizing work. How much time or cost was saved? Include specific metrics.

    7. 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.

      Clarify your role in project management. Did you lead or facilitate? Highlight your direct contributions.

    8. 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.

      Specify how you measured the improvement in understanding. Include metrics or feedback to enhance impact.

  4. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
    1. Implemented an LLM chatbox for AI-assisted debugging, fulfilling the client's priority and enhancing the tool's functionality.

      Quantify the enhancement. How much did functionality improve? Provide metrics if available.

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

      Specify the outcomes of the project milestones. What was the impact on the client or team?

  5. Aug 2025
  6. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
    1. •Delivered personalized bill reviews to identify cost-saving opportunities and increase customer satisfaction.

      Include specific savings amounts or percentage increases in customer retention due to these reviews.

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

      Quantify the increase in customer satisfaction or sales resulting from these tailored solutions.

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

      State how the UI/UX design improved user interaction or satisfaction rates.

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

      Include specific metrics on user engagement or feedback received post-launch.

  7. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
    1. •Implemented over 6 different JUnit tests for each function future-proofing development and open-source contributions.

      Clarify how these tests contributed to the project's reliability or ease of future updates.

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

      Explain the significance of this feature—how does it enhance the application's functionality or user experience?

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

      Explain how reduced costs translated to benefits for the company (e.g., increased revenue, efficiency).

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

      Clarify the context of 'user workload' reduction—what tasks were simplified or eliminated?

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

      Specify how much student understanding improved (e.g., grades, feedback) to quantify impact.

  8. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
  9. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
    1. Partner with clinicians, researchers, and cybersecurity/privacy officers to turn clinical pain-points into digital-health pilot ideas

      Specify the number of pilot ideas developed and their impact on patient care or efficiency.

  10. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
  11. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
  12. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
  13. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
  14. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
  15. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
    1. 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.

  16. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
    1. 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?

    2. 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.

    3. 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.

    4. 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.

    5. 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.

    6. 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.

    7. 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.

    8. 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.

    9. 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?

  17. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
  18. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
  19. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
    1. 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.

  20. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
    1. 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.

    2. 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.

    3. 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.

  21. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
    1. 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.'

    2. 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'.

    3. 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'.

    4. 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.

    5. 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'.

    6. 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.

    7. 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%'.

  22. resu-bot-bucket.s3.ca-central-1.amazonaws.com resu-bot-bucket.s3.ca-central-1.amazonaws.com
    1. 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.

    2. 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.