Rising1 sources· last seen 21h ago· first seen 21h ago

I classified 3.5M US patents with Nemotron 9B on a single RTX 5090 — then built a free search engine on top

Patent lawyer here, started coding Dec 2025. **The pipeline:** * Downloaded 3.5M US patents (2016-2025) from USPTO PatentsView * Loaded everything into a single 74GB SQLite file with FTS5 * Ran Nemotron 9B locally on RTX 5090 to classify records into 100 tech tags (\~48 hours) * BM25 ranking with

Lead: r/LocalLLaMABigness: 32classifiedpatentsnemotronsinglertx
📡 Coverage
10
1 news source
🟠 Hacker News
0
🔴 Reddit
78
350 upvotes across 1 sub
📈 Google Trends
0
Full methodology: How scoring works

Receipts (all sources)

Patent lawyer here, started coding Dec 2025. **The pipeline:** * Downloaded 3.5M US patents (2016-2025) from USPTO PatentsView * Loaded everything into a single 74GB SQLite file with FTS5 * Ran Nemotron 9B locally on RTX 5090 to classify records into 100 tech tags (\~48 hours) * BM25 ranking with