Documentation Index
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About Example
A research workflow using DeepAgent with specialized subagents for data analysis, research, and writing.
Full Code
import asyncio
from upsonic.agent.deepagent import DeepAgent
from upsonic import Agent, Task
async def main():
# Create research team
data_analyst = Agent(
model="openai/gpt-4o-mini",
name="data-analyst",
role="Data Analyst",
system_prompt="You are a data analysis and statistics expert"
)
researcher = Agent(
model="openai/gpt-4o-mini",
name="researcher",
role="Research Specialist",
system_prompt="You are a research and information gathering expert"
)
writer = Agent(
model="openai/gpt-4o-mini",
name="writer",
role="Technical Writer",
system_prompt="You are a technical writing and report creation expert"
)
# Create Deep Agent with research team
agent = DeepAgent(
model="anthropic/claude-sonnet-4-5",
subagents=[data_analyst, researcher, writer]
)
# Execute comprehensive research project
task = Task(description="""
Conduct comprehensive market research on AI tools.
PHASE 1 - PLANNING:
Create a plan covering:
1. Market analysis
2. Competitor research
3. Data collection
4. Report writing
PHASE 2 - RESEARCH:
Delegate research tasks:
1. Gather information on AI tool market trends
2. Analyze market data and user preferences
Save research findings to /research/market_analysis.txt
PHASE 3 - REPORT:
Create a detailed report and save to /reports/market_research.txt with:
- Executive summary
- Market trends
- Competitor analysis
- Recommendations
Ensure all tasks are completed.
""")
result = await agent.do_async(task)
print(result)
# Check deliverables
plan = agent.get_current_plan()
print(f"\n📋 Research Plan ({len(plan)} tasks):")
for todo in plan:
print(f" [{todo['status']}] {todo['content']}")
files = await agent.filesystem_backend.glob("/**/*.txt")
print(f"\n📁 Research Files: {files}")
asyncio.run(main())
Key Features Demonstrated
- Specialized Subagents: Different agents for different expertise
- Parallel Execution: Multiple subagents working simultaneously
- File Organization: Structured file storage
- Task Coordination: Main agent orchestrates subagents