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Create app.py
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app.py
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1 |
+
import os
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from crewai import Agent, Task, Crew, Process, LLM
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import gradio as gr
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from markdown import markdown
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llm = LLM(
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model='gemini/gemini-1.5-flash',
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api_key=os.environ["GEMINI_API_KEY"]
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)
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# Agents
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def generate_fantasy_outline(user_idea:str):
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idea_extractor = Agent(
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role="Idea Extractor",
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goal=f"Extract and refine a raw fantasy story idea into structured elements from {user_idea}.",
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+
backstory="You are a creative consultant helping fantasy writers refine their initial story ideas. "
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"You specialize in identifying characters, setting, tone, conflict, and themes. "
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"You guide the entire outlining process by establishing a clear vision.",
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llm=llm,
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allow_delegation=False,
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verbose=True,
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)
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+
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worldbuilder = Agent(
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role="Worldbuilding Expert",
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goal="Design an ULTRA-DETAILED fantasy world with comprehensive systems.",
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backstory="You are a seasoned worldbuilder who constructs vivid and believable fantasy realms. "
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"You define geography, cultures, magic systems, political structures, and mythologies "
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"that serve as the foundation for storytelling.",
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llm=llm,
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allow_delegation=False,
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verbose=True,
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+
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)
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character_architect = Agent(
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role="Character Architect",
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goal="Create detailed, multi-dimensional characters who drive the story forward.",
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backstory="You are a character development expert who crafts heroes, villains, and side characters. "
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"You define their backstories, motivations, arcs, relationships, and emotional journeys.",
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llm=llm,
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allow_delegation=False,
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verbose=True,
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)
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plot_strategist = Agent(
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role="Plot Structure Strategist",
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goal="Generate a structured fantasy plot using traditional narrative frameworks.",
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backstory="You are a master storyteller who weaves plots using the Hero’s Journey, Three Act Structure, and other frameworks. "
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"You ensure that the plot flows logically and engages readers from start to finish.",
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llm=llm,
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allow_delegation=False,
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verbose=True,
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)
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scene_director = Agent(
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role="Scene Breakdown Specialist",
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goal="Translate the structured plot into detailed scene-by-scene or chapter-wise outlines.",
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backstory="You specialize in breaking stories into vivid scenes. "
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"You provide clear settings, goals, conflicts, and turning points for each scene "
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"to help the writer visualize and write the novel more easily.",
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llm=llm,
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allow_delegation=False,
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verbose=True,
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)
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theme_advisor = Agent(
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role="Theme & Tone Advisor",
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goal="Ensure thematic consistency and emotional depth across the outline align with {user_idea}.",
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backstory="You are a literary expert who analyzes and suggests core themes, tones, and motifs. "
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"You help the story feel emotionally resonant and stylistically consistent throughout.",
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llm=llm,
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allow_delegation=False,
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verbose=True,
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+
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)
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consistency_checker = Agent(
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role="Continuity & Logic Checker",
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goal="Identify logical gaps, plot holes, and inconsistencies in the full outline.",
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backstory="You are an editorial specialist who reviews the full outline for quality control. "
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"You ensure that the plot, characters, and world are coherent and nothing is left underdeveloped.",
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llm=llm,
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allow_delegation=False,
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verbose=True,
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)
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+
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#tasks
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+
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idea_extraction_task = Task(
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description=(
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f"1. Analyze the user's raw fantasy novel idea: {user_idea}.\n"
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"2. Identify the main characters, potential setting, central conflict, and themes.\n"
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"3. Clarify vague elements and structure the idea into a coherent story seed.\n"
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"4. Prepare the refined concept for use in worldbuilding and plotting.\n"
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"5. Generate 1000+ words with exhaustive commentary"
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),
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expected_output="A structured 1000+ word summary of the story idea including protagonist, world hints, tone, conflict, and themes.",
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agent=idea_extractor
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)
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worldbuilding_task = Task(
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description=(
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"1. Use the refined idea to design a vivid and immersive fantasy world.\n"
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"2. Define the geography, magic systems, political structures, and cultural norms.\n"
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"3. Include religion, history, economic systems, and mythologies where relevant.\n"
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"4. Ensure internal consistency and creative depth across the world design.\n"
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"5.Write at least 1000 words."
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),
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expected_output="A detailed 2000+ word world document covering terrain, magic, politics, culture, and unique lore.",
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agent=worldbuilder
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)
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character_task = Task(
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description=(
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"1. Create detailed character profiles for at least one protagonist, one antagonist, and two key supporting characters.\n"
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"2. Define names, roles, traits, motivations, arcs, and relationships.\n"
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"3. Ensure each character supports the core theme and plot direction.\n"
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"4. Highlight how their evolution affects the story.\n"
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"5. Write at least 800+ words."
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),
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expected_output="Four or more character bios totaling 800+ words with backstory, arc, and inter-character dynamics.",
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agent=character_architect
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)
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+
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plot_task = Task(
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description=(
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"1. Develop a plot outline using the Hero’s Journey or Three-Act Structure.\n"
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"2. Include exposition, inciting incident, rising action, climax, and resolution.\n"
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"3. Integrate major turning points, conflicts, and internal dilemmas.\n"
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"4. Align plot beats with character and theme development.\n"
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"5. Write at least 800 words."
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),
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expected_output="A structured plot outline with 800+ words covering 8–12 major beats linked to characters and world.",
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agent=plot_strategist
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)
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+
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scene_task = Task(
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description=(
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"1. Break the structured plot into a detailed scene-by-scene or chapter-wise outline.\n"
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"2. For each scene, define the setting, involved characters, scene goal, and conflict.\n"
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+
"3. Include pacing considerations and emotional flow.\n"
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149 |
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"4. Ensure each scene advances the plot and develops theme or character.\n"
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"5. Write at least 1000+ words."
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),
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expected_output="A comprehensive 1000+ word scene-by-scene breakdown to guide novel structure.",
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agent=scene_director
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)
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theme_task = Task(
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description=(
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"1. Analyze the story concept and outline to extract central themes and motifs.\n"
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"2. Identify emotional tone (e.g., epic, tragic, whimsical) and stylistic cues.\n"
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"3. Suggest recurring symbols or metaphors that unify the narrative.\n"
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"4. Ensure tonal consistency from beginning to end.\n"
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"5. Write at least 400+ words."
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),
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expected_output="A 400+ word theme and tone guideline covering core message, style, and motifs.",
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agent=theme_advisor
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)
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+
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consistency_task = Task(
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description=(
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"1. Review the complete outline for logic gaps, inconsistencies, or contradictions.\n"
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"2. Identify undeveloped or repetitive sections.\n"
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"3. Ensure character motivations, world rules, and plot developments align.\n"
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"4. Suggest direct edits or improvements for cohesion.\n"
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"5. Write at least 2000+ words."
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),
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expected_output="A 2000+ word edited and annotated version of the full outline with feedback and fixes.",
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agent=consistency_checker
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)
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+
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from crewai import Crew
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# Assemble all the tasks
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tasks = [
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idea_extraction_task,
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worldbuilding_task,
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character_task,
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plot_task,
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scene_task,
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theme_task,
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consistency_task
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]
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# Define the crew with all agents and tasks
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fantasy_outline_crew = Crew(
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agents=[
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idea_extractor,
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worldbuilder,
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character_architect,
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plot_strategist,
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scene_director,
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theme_advisor,
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+
consistency_checker
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],
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tasks=tasks,
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verbose=True
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)
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results=fantasy_outline_crew.kickoff(inputs={'user_idea':user_idea})
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import gradio as gr
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from markdown import markdown return results.raw
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def format_output(plan_text):
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# Convert plain text or Markdown to styled HTML
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html_content = markdown(plan_text)
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styled_html = f"""
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<div style='
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font-family: "Segoe UI", sans-serif;
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line-height: 1.6;
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padding: 20px;
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background-color: #ffffff;
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border-radius: 10px;
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border: 1px solid #ccc;
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box-shadow: 0 2px 10px rgba(0,0,0,0.05);
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color: #333;
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'>
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{html_content}
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</div>
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"""
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return styled_html
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+
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def create_gradio_app():
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with gr.Blocks(css="""
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.gradio-container {
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background: linear-gradient(to right, #fdfbfb, #ebedee);
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font-family: 'Segoe UI', sans-serif;
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padding: 30px;
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}
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.main-title {
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text-align: center;
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font-size: 40px;
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font-weight: bold;
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color: #2c3e50;
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margin-bottom: 10px;
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}
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.sub-title {
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text-align: center;
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font-size: 18px;
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color: #555;
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margin-bottom: 30px;
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}
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.gradio-button {
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background-color: #4CAF50;
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color: white;
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font-size: 18px;
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padding: 14px;
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border-radius: 8px;
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margin-top: 20px;
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}
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.gradio-button:hover {
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background-color: #45a049;
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}
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""") as demo:
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gr.Markdown("<div class='main-title'>Fantasy Novel Outline Generator</div>")
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gr.Markdown("<div class='sub-title'>Turn your novel idea into a rich, detailed outline with AI-powered agents.</div>")
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+
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with gr.Row():
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with gr.Column(scale=1):
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user_idea = gr.Textbox(
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label="Enter Your Fantasy Novel Idea",
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placeholder="e.g., A young orphan discovers they're heir to a ruined magical kingdom...",
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lines=5,
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interactive=True
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)
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+
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generate_btn = gr.Button("Generate Outline", elem_classes="gradio-button")
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+
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with gr.Column(scale=2):
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output_html = gr.HTML(label="AI-Generated Outline")
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+
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# Button logic - corrected version
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generate_btn.click(
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fn=lambda idea: format_output(generate_fantasy_outline(idea)),
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inputs=[user_idea],
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outputs=output_html
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)
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+
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demo.launch()
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+
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create_gradio_app()
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