sequential - final structure

ai_agent_tutorials/ai_startup_org_agents/.gitignore

@@ -1,3 +1,4 @@
 .env
 startup-org
 settings.json
+shared_files

ai_agent_tutorials/ai_startup_org_agents/README.md

@@ -1 +1,78 @@
+# AI Startup Organization Agency 🚀
 
+An intelligent multi-agent system that provides comprehensive startup analysis and strategic guidance for a startup you'd want to build using Agency Swarm framework and OpenAI's GPT models
+
+## Demo: 
+
+## Features
+
+### 🤖 Agency Swarm Agents
+
+- **CEO Agent**: Strategic leader and final decision maker
+  - Analyzes startup ideas using structured evaluation
+  - Makes strategic decisions across product, technical, marketing, and financial domains
+  - Uses AnalyzeStartupTool and MakeStrategicDecision tools
+
+- **CTO Agent**: Technical architecture and feasibility expert
+  - Evaluates technical requirements and feasibility
+  - Provides architecture decisions
+  - Uses QueryTechnicalRequirements and EvaluateTechnicalFeasibility tools
+
+- **Product Manager Agent**: Product strategy specialist
+  - Defines product strategy and roadmap
+  - Coordinates between technical and marketing teams
+  - Focuses on product-market fit
+
+- **Developer Agent**: Technical implementation expert
+  - Provides detailed technical implementation guidance
+  - Suggests optimal tech stack and cloud solutions
+  - Estimates development costs and timelines
+
+- **Marketing Manager Agent**: Marketing strategy leader
+  - Develops go-to-market strategies
+  - Plans customer acquisition approaches
+  - Coordinates with product team
+
+### 🔄 Asynchronous Communication
+
+The agency operates in async mode, enabling:
+- Parallel processing of analyses from different agents
+- Efficient multi-agent collaboration
+- Real-time communication between agents
+- Non-blocking operations for better performance
+
+### 🔗 Agent Communication Flows
+- CEO ↔️ All Agents (Strategic Oversight)
+- CTO ↔️ Developer (Technical Implementation)
+- Product Manager ↔️ Marketing Manager (Go-to-Market Strategy)
+- Product Manager ↔️ Developer (Feature Implementation)
+- (and more!)
+## How to Run
+
+Follow the steps below to set up and run the application:
+Before anything else, Please get your OpenAI API Key here: https://platform.openai.com/api-keys
+
+1. **Clone the Repository**:
+   ```bash
+   git clone https://github.com/Shubhamsaboo/awesome-llm-apps.git
+   cd ai_agent_tutorials
+   ```
+
+2. **Install the dependencies**:
+    ```bash
+    pip install -r requirements.txt
+    ```
+
+3. **Run the Streamlit app**:
+    ```bash
+    streamlit run ai_startup_org_agents/main.py
+    ```
+
+4. **Enter your OpenAI API Key** in the sidebar when prompted and start analyzing your startup idea!
+
+## Project Structure
+
+ai_startup_org_agents/
+├── main.py              # Main application file with agents and tools
+├── requirements.txt     # Project dependencies
+└── README.md           # Project documentation

ai_agent_tutorials/ai_startup_org_agents/main.py

@@ -5,12 +5,13 @@ import streamlit as st
 from instructor import OpenAISchema
 import asyncio
 
-# New Tools
+# Custom Tools - Startup Analysis, Strategic Decision, Technical Requirements, Technical Feasibility
 class StartupAnalysis(OpenAISchema):
     """Schema for startup analysis results"""
     market_potential: Literal["high", "medium", "low"]
     technical_complexity: Literal["high", "medium", "low"]
     resource_requirements: Literal["high", "medium", "low"]
+    rationale: str = Field(description="Explanation for the analysis")
     
 class AnalyzeStartupTool(BaseTool):
     """Tool to analyze startup ideas"""
@@ -18,25 +19,45 @@ class AnalyzeStartupTool(BaseTool):
     target_market: str = Field(..., description="Target market description")
     
     def run(self):
-        # Tool implementation
+        """Run startup analysis based on CEO's evaluation"""
-        analysis = StartupAnalysis(
+        prompt = f"""
-            market_potential="high",
+        Analyze this startup idea:
-            technical_complexity="medium",
+        Idea: {self.startup_idea}
-            resource_requirements="low"
+        Target Market: {self.target_market}
-        )
+        
-        return analysis.dict()
+        Provide a comprehensive analysis including:
+        1. Market potential (high/medium/low)
+        2. Technical complexity (high/medium/low)
+        3. Resource requirements (high/medium/low)
+        4. A brief rationale for your decisions
+        
+        Format your response as a StartupAnalysis object.
+        """
+        response = self._llm.invoke(prompt)
+        analysis = StartupAnalysis.from_response(response)
+        
+        # Store analysis in shared state for other tools to access
+        self._shared_state.set("startup_analysis", analysis)
+        return analysis
 
 class MakeStrategicDecision(BaseTool):
     """Tool for CEO to make and track strategic decisions"""
-    decision: str = Field(..., description="The strategic decision to be recorded and taken for this particular startup idea")
+    decision: str = Field(..., description="The strategic decision to be made for this startup idea")
     decision_type: Literal["product", "technical", "marketing", "financial"] = Field(..., description="Type of decision")
     
     def run(self):
-        analysis = self._shared_state.get("startup_analysis", None)
+        """Execute and record strategic decision"""
-        if analysis is None:
+        analysis = self._shared_state.get("startup_analysis")
-            raise ValueError("Please analyze the startup idea first using QueryStartupIdea tool.")
+        if not analysis:
+            return "Please analyze the startup idea first using AnalyzeStartupTool"
         
-        return f"Decision recorded: {self.decision} (Type: {self.decision_type}) based on analysis"
+        decision_record = {
+            "decision": self.decision,
+            "type": self.decision_type,
+            "based_on_analysis": analysis
+        }
+        
+        return f"Strategic decision recorded: {self.decision} (Type: {self.decision_type})"
 
 class QueryTechnicalRequirements(BaseTool):
     """Tool to analyze technical requirements"""
@@ -110,9 +131,28 @@ def main():
         name="CEO",
         description="Strategic leader and final decision maker for the startup",
         instructions="""
-        Analyze the given startup idea and take the authority of a CEO of the startup to make strategic decisions.
+        You are an experienced CEO with deep expertise in evaluating startup ideas.
-        Use the AnalyzeStartupTool to evaluate the startup idea, and use the MakeStrategicDecision tool to make strategic decisions.
+        Your role involves two main responsibilities:
-        Coordinate with team members using the built-in SendMessage tool.
+
+        1. ANALYZING STARTUP IDEAS:
+        When analyzing startup ideas, carefully consider:
+        - Market Potential (high/medium/low): market size, growth, competition, accessibility
+        - Technical Complexity (high/medium/low): tech stack, scalability, timeline
+        - Resource Requirements (high/medium/low): capital, team, marketing costs
+        
+        2. MAKING STRATEGIC DECISIONS:
+        After analysis, you should make clear strategic decisions:
+        - Product decisions: features, roadmap, priorities
+        - Technical decisions: architecture, stack choices
+        - Marketing decisions: go-to-market strategy, channels
+        - Financial decisions: funding, resource allocation
+
+        Process:
+        1. First use AnalyzeStartupTool to evaluate the idea
+        2. Then use MakeStrategicDecision to record your strategic choices
+        3. Always base decisions on your previous analysis
+        
+        Provide clear, actionable insights and decisions.
         """,
         tools=[AnalyzeStartupTool, MakeStrategicDecision],
         temperature=0.7,
@@ -157,7 +197,7 @@ def main():
         api_headers=api_headers
     )
 
-    # Initialize agency with communication paths
+    # Initializing the agency with communication paths
     agency = Agency(
         [
             ceo, cto, product_manager, developer, marketing_manager,
@@ -169,7 +209,7 @@ def main():
             [product_manager, developer],
             [product_manager, marketing_manager]
         ],
-        async_mode='threading',
+        async_mode='threading',  # Runs agent tasks in separate threads for concurrent execution
         shared_files='shared_files'
     )
 
@@ -280,3 +320,4 @@ def main():
 
 if __name__ == "__main__":
     main()
+

ai_agent_tutorials/ai_startup_org_agents/requirements.txt

@@ -1,3 +1,3 @@
 python-dotenv==1.0.0
-agency-swarm
+agency-swarm==0.4.1
 streamlit

ai_agent_tutorials/ai_startup_org_agents/shared_files/agency_manifesto.md

@@ -1,42 +0,0 @@
-# AI Startup Agency Manifesto
-
-## Our Mission
-To provide comprehensive, data-driven analysis and strategic guidance for startup ideas through collaborative AI agents.
-
-## Agent Responsibilities
-
-### CEO Agent
-- Lead strategic decision-making
-- Coordinate between all team members
-- Ensure alignment with business goals
-- Make final decisions on critical matters
-
-### CTO Agent
-- Evaluate technical feasibility
-- Guide technology stack decisions
-- Assess technical risks
-- Collaborate with Developer on implementation plans
-
-### Product Manager Agent
-- Define product strategy
-- Create and maintain product roadmap
-- Balance user needs with technical constraints
-- Coordinate between technical and marketing teams
-
-### Developer Agent
-- Provide technical implementation insights
-- Assess development complexity
-- Suggest technical solutions
-- Work closely with CTO on feasibility
-
-### Marketing Manager Agent
-- Develop marketing strategies
-- Analyze target audience
-- Plan go-to-market approach
-- Work with Product Manager on market fit
-
-## Communication Guidelines
-- All agents should communicate clearly and concisely
-- Use data to support recommendations
-- Highlight risks and opportunities
-- Maintain focus on startup success

ai_agent_tutorials/ai_startup_org_agents/shared_files/startup_analysis_templates.md

@@ -1,25 +0,0 @@
-# Startup Analysis Templates
-
-## Market Analysis Template
-- Market Size: [TAM, SAM, SOM]
-- Target Customer Segments: [Primary, Secondary]
-- Competition Analysis: [Direct, Indirect]
-- Market Trends: [Current, Emerging]
-
-## Technical Feasibility Template
-- Technology Stack Requirements
-- Development Timeline
-- Resource Requirements
-- Technical Risks and Mitigations
-
-## Financial Analysis Template
-- Initial Investment Required
-- Revenue Streams
-- Cost Structure
-- Break-even Analysis
-
-## Marketing Strategy Template
-- Value Proposition
-- Marketing Channels
-- Customer Acquisition Strategy
-- Growth Metrics