Improve official funding source quality

Fix notebook search retry handling

Cap scrape latency and calibrate match scores

Broaden profile searches for more active results

Broaden funding search and streamline history data

Revert "Increase active opportunity coverage"

Increase active opportunity coverage

Remove education level from research profile

Optimize staged scholarship research pipeline

Reduce search results to 8, trim LLM input, reduce scrape timeout

Per-type parallel search, trim LLM input for multi-type speedup

Increase search results to 15

Fix empty search results: drop exclude_domains param

Direct scholarship links; inline search scraping

Use real web results instead of demo fallback

Build ScholarScope Gradio research agent