I give usability feedback by tying it to real user workflows, not opinions. The first step is mapping the intended job-to-be-done and then running through the feature exactly as a user would from entry point to completion. I document anything that adds friction: unclear labels, extra taps, broken mental models, or moments where the next step isn’t obvious. My feedback is structured, specific, and actionable. I call out where the experience succeeds, where it creates hesitation, and what the root cause likely is. Then I propose concrete fixes such as UI adjustments, copy changes, simplified paths, or automation opportunities. The goal isn’t to “suggest ideas,” but to reduce cognitive load and make the feature feel intuitive, predictable, and fast. Ultimately, I provide feedback that the team can ship: clear the friction, streamline the flow, and ensure the feature aligns with how users naturally behave — not how we assume they will.

AI driven creative tech is exciting because it transforms content creation from a slow, manual process into a scalable system. The real breakthrough isn’t just that AI can “make content” it’s that it lets you build repeatable pipelines where ideation, production, editing, and distribution become automated workflows instead of isolated tasks. The part that excites me most is the shift from creator effort to creator orchestration. You can design a system once prompts, templates, brand rules, editing logic and then generate high-quality variations at scale without burning time or creative bandwidth. That opens the door to producing more, testing more, iterating faster, and uncovering what resonates through actual data instead of guesswork. It also levels the playing field. A single person can now operate like a full creative studio: writing, editing, voice, motion graphics, posting, and analytics can all be automated or AI-assisted. That means more room for experimentation, faster turnaround, and the ability to focus on the part that matters most strategy, storytelling, and building something people care about. In short: AI lets creativity compound. It frees you from the repetitive parts of content creation and lets you scale ideas that would’ve been impossible on your own. That leverage is what makes the space genuinely exciting.

Best study spots on and around CU Boulder ranked from most to least underrated.The top five poker theory takeaways I’ve applied from our club to real games.Events and opportunities from CU Career Services every student should take advantage of before graduation.