removed unwanted code

agent_workflows/crew_setup.py

@@ -239,8 +239,6 @@ def create_crew(config):
         role='Head Planner and Orchestrator',
         goal="Synthesize intermediary outputs and assemble the final master GTM document.",
         backstory="A precise compiler and documentarian...",
-        #goal='Orchestrate the GTM workflow, delegate tasks to specialized agents, and synthesize all insights into a flawless final GTM document.',
-        #backstory='You are a Principal Operations Strategy Director. You excel at managing cross-functional teams, ensuring strict alignment, and formatting messy raw data into executive-ready corporate documentation.',
         allow_delegation=False,
         verbose=verbose,
         llm=llm
@@ -249,10 +247,7 @@ def create_crew(config):
     # 2. researcher
     researcher_agent = Agent(
         role="Market Research Specialist",
-        #goal="Gather raw competitive intelligence, target audience signals, and pricing tiers with structural citations.",
-        #backstory="An elite OSINT researcher who tracks digital signals. You ignore marketing fluff and extract verifiable numbers, product capabilities, and structural URLs.",
         goal ="Gather search market data and extract multiple deep resources simultaneously to speed up workflows. Identify industry trends, pricing tiers, core features, and target customer profiles, while ensuring all data is verifiable with source URLs.",
-        #goal='Gather search market data and extract multiple deep resources simultaneously to speed up workflows. Identify industry trends, and map out the competitive landscape.',
         backstory="""You are an elite Market Research Specialist. You are an expert at mining deep web data and finding precise statistical facts from modern industry reports.
         You use your Web Search tool to find matching links, and then pass all relevant URLs at the exact same time into your batch web content extraction tool for immediate, parallel analysis.""",
         verbose=verbose,
@@ -266,9 +261,6 @@ def create_crew(config):
         role="Strategic Business Analyst",
         goal="Transform unstructured research data into rigorous market models, SWOT matrixes, and 4P/7P frameworks.",
         backstory="A former MBB consultant who specializes in corporate strategy. You find patterns in chaotic data, flag market gaps, and synthesize pricing elasticities.",
-        #role='Analyst Agent',
-        #goal='Synthesize raw market data into structured frameworks like SWOT, 4P, 7P, and target user personas.',
-        #backstory='You are a data-driven Strategic Analyst. You look past surface-level facts to find underlying market gaps, evaluate competitive positioning, and model risks.',
         verbose=verbose,
         use_system_prompt=False, 
         llm=llm
@@ -279,9 +271,6 @@ def create_crew(config):
         role="Go-To-Market (GTM) Strategist",
         goal="Draft the final actionable GTM blueprint including ICP maps, messaging layers, and launch milestone phases.",
         backstory="A legendary growth marketing executive. You turn raw analytical data into high-converting messaging matrixes, channel frameworks, and scalable product launch schedules.",
-        #role='Strategy Agent',
-        #goal='Formulate the actionable Go-To-Market blueprint, positioning, pricing strategies, and launch timelines.',
-        #backstory='You are a veteran GTM Growth Strategist. You specialize in crafting commercial launch playbooks, positioning products uniquely against rivals, and designing user-acquisition loops.',
         verbose=verbose,
         use_system_prompt=False, 
         llm=llm
@@ -295,12 +284,6 @@ def create_crew(config):
 
     # Task 1: Research Agent gathers raw intelligence
     research_task = Task(
-        # description=(
-        #     "Search the web for the top 3-5 players in the target market: '{query}'. "
-        #     "Extract pricing tiers, core feature modules, and target customer profiles. "
-        #     "Every single metric or claim MUST have a URL source tracked inside the JSON structure. "
-        #     "Do not fabricate any data and do not make assumptions. Only include verifiable facts using working URLs."
-        #     "If you cannot find a specific metric, leave it blank and do not fabricate data."
         description=("""
             Research for competitor compagnies in the target market: {query}
             Use your Web Search tool to find relevant and recent company, product, industry, and market sources. Do not add a year to the search query. Remove broken, duplicate, or irrelevant URLs.