agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I'll research the repository structure first to understand the agent architecture a...
command: ls -la /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1
agent_action: Read README.md
command: find /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1 -maxdepth 2 -type f \( -name "package.json" -o -name "requirements.txt" -o -name "pyproject.toml" -o -name ".env*" -o -name "config*" \)
command: ls -la /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/backend/
agent_action: Read backend/requirements.txt
agent_action: Read backend/config.py
agent_action: Read backend/cerebras_service.py
agent_action: Read backend/langchain_agents.py
agent_action: Read backend/server.py
command: grep -n "analyze_symptoms\|cerebras\|langchain\|agent" /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/backend/server.py | head -40
agent_action: Read backend/agent_endpoints.py
agent_action: Read backend/.env.example
command: ls -la /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/frontend/
agent_action: Read frontend/package.json
command: find /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/frontend/src -type f -name "*.js" -o -name "*.jsx" | head -30
command: ls -la /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/frontend/src/
command: ls -la /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/frontend/src/utils/ && ls -la /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/frontend/src/contexts/
command: find /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/frontend/src -name "*api*" -o -name "*client*" -o -name "*service*"
agent_action: Read frontend/src/utils/api.js
agent_action: Read frontend/src/App.js
command: grep -r "mapples\|search\|retrieval\|rag\|embedding" /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/backend --include="*.py" -i
command: grep -r "http\|request\|fetch\|api\|client" /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/backend/server.py | head -20
agent_action: Read backend/server.py
agent_action: Read backend/models.py
agent_action: Read backend/server.py
command: grep -r "groq\|anthropic\|openai\|web\|search\|news\|api" /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1 --include="*.py" --include="*.js" --include="*.json" | grep -i "groq\|anthropic\|openai" | head -20
command: grep -r "groq" /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1 --include="*.py" --include="*.txt" -i
command: grep -n "include_router\|@app\|@api_router" /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/backend/server.py | tail -20
command: grep -n "agent_endpoints\|include_router" /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/backend/server.py | tail -10
agent_action: Read backend/server.py
command: head -50 /home/user/worktrees/attempt-fc331577-39b7-45a3-9a07-e89d82533b42-cap-1/backend/server.py
agent_action: Read frontend/.env
agent_action: This is a healthcare AI agent (FastAPI + LangChain + Cerebras) for medical symptom ...
agent_action: Now let me research the candidate providers, focusing on licensed-content offerings...
search: Valyu API licensed web search retrieval LLM medical academic sources
search: Linkup API search licensed premium content sources LLM grounding
search: Tavily vs Exa vs Perplexity Sonar API web search for AI agents comparison 2026
agent_action: Valyu stands out for medical (PubMed, clinical trials, licensed journals); Linkup f...
url: https://docs.valyu.ai/use-cases/academic
url: https://docs.linkup.so/pages/documentation/get-started/concepts
agent_action: ## Recommendation: Valyu For AyuMitraAI — a FastAPI + LangChain + Cerebras medical ...
result: Selected unknown