Show Dev: I built an AI research tool that tracks top labs daily

The problem Keeping up with AI research across labs is impossible manually. arXiv is a firehose. Twitter is noise. Newsletters land 3 days late. I wanted one place to see what matters. It didn't exist. What I built Lattice — an AI research intelligence dashboard that tracks what 20 top labs publish daily. 🔗 layerthelatestinalattice.com Features Daily paper feed from 20 tracked labs with AI summaries 24 research topics with trend velocity charts Lab profiles with output sparklines and topic focus Weekly digest with most-read papers and breakout topics Collections with BibTeX/Markdown/JSON export No account needed — anonymous, localStorage only One interesting technical challenge Matching paper authors to research labs. Papers list affiliations as free text ("Dept. of Computer Science, University of X") — no standard format. The pipeline: OpenAlex API (by DOI) → arXiv HTML scraping → Semantic Scholar data → LLM extraction as a last resort. All matched against ~500 organizations. Hit rate