implement first pass of scrape/crawl content compression

test_run.sh

@@ -0,0 +1,6 @@
+python run_agent.py \
+  --query "search up the latest docs on huggingface datasets in python 3.13 and write me basic example that's not in their docs. profile its performance" \
+  --max_turns 30 \
+  --model claude-sonnet-4-20250514 \
+  --base_url https://api.anthropic.com/v1/ \
+  --api_key $ANTHROPIC_API_KEY