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I designed and built an AI Web Research Agent using Python, Streamlit, OpenRouter-compatible APIs, DuckDuckGo search, Requests, and Trafilatura. The workflow creates targeted search queries, gathers and ranks results, reads available webpages, preserves source URLs, distinguishes fully fetched pages from search-result-only sources, and generates a structured Markdown report. I also created the interface, live activity feed, quick demo prompts, source-quality labels, verification-limit section, and downloadable report experience. The output is designed as a research draft that remains subject to human review.
The fetched-versus-search-only label is the part I'd keep visible in every section. If I can tell what the agent actually read and what it only saw in search results, I know which claims need another click before I trust them.
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For our recent wealth management client, we designed a UI that's clear, trustworthy, and effortless to navigate.
✓ Simple design
✓ Confident messaging
✓ Nothing unnecessary
Because the best financial brands build trust long before the first conversation.
Loving the consistency and visual harmony!
Another successful knowledge management migration completed.
This project involved migrating approximately 200 pages across 48 Quip files into Notion before Quip's sunset. Since there isn't a reliable way to automate the migration, I manually exported and rebuilt the content while preserving structure, formatting, and hierarchy.
To make the workspace more valuable than the original, I used Notion AI to organize information, extract action items, clean up documentation, and transform scattered notes into a searchable, future-ready knowledge base.
A smooth migration with zero compromise on content quality and a much better workspace for the team going forward.
Impressive migration; preserving 200 pages while improving structure and searchability is a huge win for the team.
Spent the weekend cleaning out my camera roll. Somewhere in there I noticed something I'd swiped past a thousand times, that subtle parallax shift when you move between photos.
So I rebuilt it for the web.
- Spring physics, no animation library
- Rubber band effect at the edges
- Full keyboard navigation
- Screen reader support
Didn't want to just leave it as a demo. If you can't use a mouse, it still works. If you can't see it, it tells you what photo you're on.
Love that you didn't stop at making it look good. Accessibility is what makes it complete.