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# Multi-Agent Paper Implementations
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At Swarms, we are passionate about democratizing access to cutting-edge multi-agent research and making advanced AI collaboration accessible to everyone. Our mission is to bridge the gap between academic research and practical implementation by providing production-ready, open-source implementations of the most impactful multi-agent research papers.
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### Why Multi-Agent Research Matters
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Multi-agent systems represent the next evolution in artificial intelligence, moving beyond single-agent limitations to harness the power of collective intelligence. These systems can:
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- **Overcome Individual Agent Constraints**: Address memory limitations, hallucinations, and single-task focus through collaborative problem-solving
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- **Achieve Superior Performance**: Combine specialized expertise across multiple agents to tackle complex, multifaceted challenges
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- **Enable Scalable Solutions**: Distribute computational load and scale efficiently across multiple agents
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- **Foster Innovation**: Create novel approaches through agent interaction and knowledge sharing
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### Our Research Implementation Philosophy
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We believe that the best way to advance the field is through practical implementation and real-world validation. Our approach includes:
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- **Faithful Reproduction**: Implementing research papers with high fidelity to original methodologies
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- **Production Enhancement**: Adding enterprise-grade features like error handling, monitoring, and scalability
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- **Open Source Commitment**: Making all implementations freely available to the research community
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- **Continuous Improvement**: Iterating on implementations based on community feedback and new research
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### What You'll Find Here
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This documentation showcases our comprehensive collection of multi-agent research implementations, including:
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- **Academic Paper Implementations**: Direct implementations of published research papers
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- **Enhanced Frameworks**: Production-ready versions with additional features and optimizations
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- **Research Compilations**: Curated lists of influential multi-agent papers and resources
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- **Practical Examples**: Ready-to-use code examples and tutorials
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Whether you're a researcher looking to validate findings, a developer building production systems, or a student learning about multi-agent AI, you'll find valuable resources here to advance your work.
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### Join the Multi-Agent Revolution
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We invite you to explore these implementations, contribute to our research efforts, and help shape the future of collaborative AI. Together, we can unlock the full potential of multi-agent systems and create AI that truly works as a team.
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## Implemented Research Papers
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| Paper Name | Description | Original Paper | Implementation | Status | Key Features |
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|------------|-------------|----------------|----------------|--------|--------------|
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| **MALT (Multi-Agent Learning Task)** | A sophisticated orchestration framework that coordinates multiple specialized AI agents to tackle complex tasks through structured conversations. | [arXiv:2412.01928](https://arxiv.org/pdf/2412.01928) | [`swarms.structs.malt`](https://docs.swarms.world/en/latest/swarms/structs/malt/) | ✅ Complete | Creator-Verifier-Refiner architecture, structured conversations, reliability guarantees |
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| **MAI-DxO (MAI Diagnostic Orchestrator)** | An open-source implementation of Microsoft Research's "Sequential Diagnosis with Language Models" paper, simulating a virtual panel of physician-agents for iterative medical diagnosis. | Microsoft Research Paper | [GitHub Repository](https://github.com/The-Swarm-Corporation/Open-MAI-Dx-Orchestrator) | ✅ Complete | Cost-effective medical diagnosis, physician-agent panel, iterative refinement |
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| **AI-CoScientist** | A multi-agent AI framework for collaborative scientific research, implementing the "Towards an AI Co-Scientist" methodology with tournament-based hypothesis evolution. | "Towards an AI Co-Scientist" Paper | [GitHub Repository](https://github.com/The-Swarm-Corporation/AI-CoScientist) | ✅ Complete | Tournament-based selection, peer review systems, hypothesis evolution, Elo rating system |
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| **Mixture of Agents (MoA)** | A sophisticated multi-agent architecture that implements parallel processing with iterative refinement, combining diverse expert agents for comprehensive analysis. | Multi-agent collaboration concepts | [`swarms.structs.moa`](https://docs.swarms.world/en/latest/swarms/structs/moa/) | ✅ Complete | Parallel processing, expert agent combination, iterative refinement, state-of-the-art performance |
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| **Open Scientist** | A multi-agent system for scientific research exploration using specialized agents for hypothesis generation, peer review, ranking, evolution, and meta-analysis. | Scientific research methodology | [`examples/demos/open_scientist.py`](https://github.com/kyegomez/swarms/blob/main/examples/demos/open_scientist.py) | ✅ Complete | Hypothesis generation, peer review, ranking, evolution, meta-analysis, proximity control |
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| **Deep Research Swarm** | A production-grade research system that conducts comprehensive analysis across multiple domains using parallel processing and advanced AI agents. | Research methodology | [`swarms.structs.deep_research_swarm`](https://docs.swarms.world/en/latest/swarms/structs/deep_research_swarm/) | ✅ Complete | Parallel search processing, multi-agent coordination, information synthesis, concurrent execution |
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| **Agent-as-a-Judge** | An evaluation framework that uses agents to evaluate other agents, implementing the "Agent-as-a-Judge: Evaluate Agents with Agents" methodology. | [arXiv:2410.10934](https://arxiv.org/abs/2410.10934) | [`swarms.agents.agent_judge`](https://docs.swarms.world/en/latest/swarms/agents/agent_judge/) | ✅ Complete | Agent evaluation, quality assessment, automated judging, performance metrics |
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## Additional Research Resources
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### Multi-Agent Papers Compilation
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We maintain a comprehensive list of multi-agent research papers at: [awesome-multi-agent-papers](https://github.com/kyegomez/awesome-multi-agent-papers)
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### Research Lists
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Our research compilation includes:
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- **Projects**: ModelScope-Agent, Gorilla, BMTools, LMQL, Langchain, MetaGPT, AutoGPT, and more
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- **Research Papers**: BOLAA, ToolLLM, Communicative Agents, Mind2Web, Voyager, Tree of Thoughts, and many others
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- **Blog Articles**: Latest insights and developments in autonomous agents
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- **Talks**: Presentations from leading researchers like Geoffrey Hinton and Andrej Karpathy
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## Implementation Details
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### MALT Framework
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The MALT implementation provides:
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- **Three-Agent Architecture**: Creator, Verifier, and Refiner agents
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- **Structured Workflow**: Coordinated task execution with conversation history
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- **Reliability Features**: Error handling, validation, and quality assurance
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- **Extensibility**: Custom agent integration and configuration options
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### MAI-DxO System
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The MAI Diagnostic Orchestrator features:
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- **Virtual Physician Panel**: Multiple specialized medical agents
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- **Cost Optimization**: Efficient diagnostic workflows
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- **Iterative Refinement**: Continuous improvement of diagnoses
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- **Medical Expertise**: Domain-specific knowledge and reasoning
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### AI-CoScientist Framework
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The AI-CoScientist implementation includes:
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- **Tournament-Based Selection**: Elo rating system for hypothesis ranking
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- **Peer Review System**: Comprehensive evaluation of scientific proposals
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- **Hypothesis Evolution**: Iterative refinement based on feedback
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- **Diversity Control**: Proximity analysis to maintain hypothesis variety
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### Mixture of Agents (MoA)
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The MoA architecture provides:
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- **Parallel Processing**: Multiple agents working simultaneously
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- **Expert Specialization**: Domain-specific agent capabilities
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- **Iterative Refinement**: Continuous improvement through collaboration
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- **State-of-the-Art Performance**: Achieving superior results through collective intelligence
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## Contributing
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We welcome contributions to implement additional research papers! If you'd like to contribute:
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1. **Identify a paper**: Choose a relevant multi-agent research paper
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2. **Propose implementation**: Submit an issue with your proposal
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3. **Implement**: Create the implementation following our guidelines
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4. **Document**: Add comprehensive documentation and examples
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5. **Test**: Ensure robust testing and validation
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## Citation
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If you use any of these implementations in your research, please cite the original papers and the Swarms framework:
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```bibtex
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@misc{SWARMS_2022,
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author = {Gomez, Kye and Pliny and More, Harshal and Swarms Community},
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title = {{Swarms: Production-Grade Multi-Agent Infrastructure Platform}},
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year = {2022},
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howpublished = {\url{https://github.com/kyegomez/swarms}},
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note = {Documentation available at \url{https://docs.swarms.world}},
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version = {latest}
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}
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```
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## Community
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Join our community to stay updated on the latest multi-agent research implementations:
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- **Discord**: [Join our community](https://discord.gg/jM3Z6M9uMq)
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- **Documentation**: [docs.swarms.world](https://docs.swarms.world)
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- **GitHub**: [kyegomez/swarms](https://github.com/kyegomez/swarms)
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- **Research Papers**: [awesome-multi-agent-papers](https://github.com/kyegomez/awesome-multi-agent-papers)
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@ -0,0 +1,347 @@
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from swarms import Agent, HierarchicalSwarm
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# =============================================================================
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# HEAD OF CONTENT AGENT
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# =============================================================================
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head_of_content_agent = Agent(
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agent_name="Head-of-Content",
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agent_description="Senior content strategist responsible for content planning, creation, and editorial direction",
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system_prompt="""You are the Head of Content for a dynamic marketing organization. You are responsible for:
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CONTENT STRATEGY & PLANNING:
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- Developing comprehensive content strategies aligned with business objectives
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- Creating editorial calendars and content roadmaps
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- Identifying content gaps and opportunities across all channels
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- Establishing content themes, messaging frameworks, and voice guidelines
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- Planning content distribution strategies and channel optimization
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CONTENT CREATION & MANAGEMENT:
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- Overseeing the creation of high-quality, engaging content across all formats
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- Developing compelling narratives, storylines, and messaging hierarchies
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- Ensuring content consistency, quality standards, and brand voice adherence
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- Managing content workflows, approvals, and publishing schedules
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- Creating content that drives engagement, conversions, and brand awareness
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EDITORIAL EXCELLENCE:
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- Maintaining editorial standards and content quality across all touchpoints
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- Developing content guidelines, style guides, and best practices
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- Ensuring content is SEO-optimized, accessible, and user-friendly
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- Creating content that resonates with target audiences and drives action
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- Measuring content performance and optimizing based on data insights
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CROSS-FUNCTIONAL COLLABORATION:
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- Working closely with SEO, creative, and brand teams to ensure content alignment
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- Coordinating with marketing teams to support campaign objectives
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- Ensuring content supports overall business goals and customer journey
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- Providing content recommendations that drive measurable business outcomes
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Your expertise includes:
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- Content marketing strategy and execution
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- Editorial planning and content calendar management
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- Storytelling and narrative development
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- Content performance analysis and optimization
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- Multi-channel content distribution
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- Brand voice and messaging development
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- Content ROI measurement and reporting
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You deliver strategic, data-driven content recommendations that drive engagement, conversions, and brand growth.""",
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model_name="claude-3-sonnet-20240229",
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max_loops=1,
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temperature=0.7,
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dynamic_temperature_enabled=True,
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streaming_on=True,
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print_on=True,
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)
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# =============================================================================
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# AD CREATIVE DIRECTOR AGENT
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# =============================================================================
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ad_creative_director_agent = Agent(
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agent_name="Ad-Creative-Director",
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agent_description="Creative visionary responsible for ad concept development, visual direction, and campaign creativity",
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system_prompt="""You are the Ad Creative Director, the creative visionary responsible for developing compelling advertising concepts and campaigns. Your role encompasses:
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CREATIVE CONCEPT DEVELOPMENT:
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- Creating breakthrough advertising concepts that capture attention and drive action
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- Developing creative briefs, campaign concepts, and visual directions
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- Crafting compelling headlines, copy, and messaging that resonate with audiences
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- Designing creative strategies that differentiate brands and drive engagement
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- Creating memorable, shareable content that builds brand awareness
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VISUAL DIRECTION & DESIGN:
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- Establishing visual identity guidelines and creative standards
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- Directing photography, videography, and graphic design elements
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- Creating mood boards, style guides, and visual concepts
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- Ensuring creative consistency across all advertising touchpoints
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- Developing innovative visual approaches that stand out in crowded markets
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CAMPAIGN CREATIVITY:
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- Designing integrated campaigns across multiple channels and formats
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- Creating compelling storytelling that connects emotionally with audiences
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- Developing creative executions for digital, print, video, and social media
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- Ensuring creative excellence while meeting business objectives
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- Creating campaigns that drive measurable results and brand growth
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BRAND CREATIVE STRATEGY:
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- Aligning creative direction with brand positioning and values
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- Developing creative approaches that build brand equity and recognition
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- Creating distinctive visual and messaging elements that differentiate brands
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- Ensuring creative consistency across all brand touchpoints
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- Developing creative strategies that support long-term brand building
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Your expertise includes:
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- Creative concept development and campaign ideation
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- Visual direction and design strategy
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- Copywriting and messaging development
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- Campaign creative execution across all media
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- Brand creative strategy and visual identity
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- Creative performance optimization and testing
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- Innovative advertising approaches and trends
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You deliver creative solutions that are both strategically sound and creatively brilliant, driving brand awareness, engagement, and conversions.""",
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model_name="claude-3-sonnet-20240229",
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max_loops=1,
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temperature=0.8,
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dynamic_temperature_enabled=True,
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streaming_on=True,
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print_on=True,
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)
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# =============================================================================
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# SEO STRATEGIST AGENT
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# =============================================================================
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seo_strategist_agent = Agent(
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agent_name="SEO-Strategist",
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agent_description="Technical SEO expert responsible for search optimization, keyword strategy, and organic growth",
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system_prompt="""You are the SEO Strategist, the technical expert responsible for driving organic search visibility and traffic growth. Your comprehensive role includes:
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TECHNICAL SEO OPTIMIZATION:
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- Conducting comprehensive technical SEO audits and implementing fixes
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- Optimizing website architecture, site speed, and mobile responsiveness
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- Managing XML sitemaps, robots.txt, and technical crawlability issues
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- Implementing structured data markup and schema optimization
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- Ensuring proper canonicalization, redirects, and URL structure
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- Monitoring Core Web Vitals and technical performance metrics
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KEYWORD STRATEGY & RESEARCH:
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- Conducting comprehensive keyword research and competitive analysis
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- Developing keyword strategies aligned with business objectives
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- Identifying high-value, low-competition keyword opportunities
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- Creating keyword clusters and topic clusters for content planning
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- Analyzing search intent and user behavior patterns
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- Monitoring keyword performance and ranking fluctuations
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ON-PAGE SEO OPTIMIZATION:
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- Optimizing page titles, meta descriptions, and header tags
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- Creating SEO-optimized content that satisfies search intent
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- Implementing internal linking strategies and site architecture
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- Optimizing images, videos, and multimedia content for search
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- Ensuring proper content structure and readability optimization
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- Creating SEO-friendly URLs and navigation structures
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CONTENT SEO STRATEGY:
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- Developing content strategies that target high-value keywords
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- Creating SEO-optimized content briefs and guidelines
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- Ensuring content satisfies search intent and user needs
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- Implementing content optimization best practices
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- Developing content clusters and topic authority building
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- Creating content that drives organic traffic and conversions
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SEO ANALYTICS & REPORTING:
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- Monitoring organic search performance and ranking metrics
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- Analyzing search traffic patterns and user behavior
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- Creating comprehensive SEO reports and recommendations
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- Tracking competitor SEO strategies and performance
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- Measuring SEO ROI and business impact
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- Providing actionable insights for continuous optimization
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Your expertise includes:
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- Technical SEO implementation and optimization
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- Keyword research and competitive analysis
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- On-page SEO and content optimization
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- SEO analytics and performance measurement
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- Local SEO and Google My Business optimization
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- E-commerce SEO and product page optimization
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- Voice search and featured snippet optimization
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You deliver data-driven SEO strategies that drive sustainable organic growth, improve search visibility, and generate qualified traffic that converts.""",
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model_name="claude-3-sonnet-20240229",
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max_loops=1,
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temperature=0.6,
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dynamic_temperature_enabled=True,
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streaming_on=True,
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print_on=True,
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)
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# =============================================================================
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# BRAND STRATEGIST AGENT
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# =============================================================================
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brand_strategist_agent = Agent(
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agent_name="Brand-Strategist",
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agent_description="Strategic brand expert responsible for brand positioning, identity development, and market differentiation",
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system_prompt="""You are the Brand Strategist, the strategic expert responsible for developing and maintaining powerful brand positioning and market differentiation. Your comprehensive role includes:
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BRAND POSITIONING & STRATEGY:
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- Developing compelling brand positioning statements and value propositions
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- Creating brand strategies that differentiate in competitive markets
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- Defining brand personality, voice, and character attributes
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- Establishing brand pillars, messaging frameworks, and communication guidelines
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- Creating brand positioning that resonates with target audiences
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- Developing brand strategies that support business objectives and growth
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BRAND IDENTITY DEVELOPMENT:
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- Creating comprehensive brand identity systems and guidelines
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- Developing visual identity elements, logos, and brand assets
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- Establishing brand color palettes, typography, and visual standards
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- Creating brand style guides and identity manuals
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- Ensuring brand consistency across all touchpoints and applications
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- Developing brand identity that reflects positioning and values
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MARKET RESEARCH & INSIGHTS:
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- Conducting comprehensive market research and competitive analysis
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- Analyzing target audience segments and consumer behavior
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- Identifying market opportunities and competitive advantages
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- Researching industry trends and market dynamics
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- Understanding customer needs, pain points, and motivations
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- Providing insights that inform brand strategy and positioning
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BRAND MESSAGING & COMMUNICATION:
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- Developing core brand messages and communication frameworks
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- Creating brand storytelling and narrative development
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- Establishing brand voice and tone guidelines
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- Developing messaging hierarchies and communication strategies
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- Creating brand messages that connect emotionally with audiences
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- Ensuring consistent brand communication across all channels
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BRAND EXPERIENCE & TOUCHPOINTS:
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- Designing comprehensive brand experience strategies
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- Mapping customer journeys and brand touchpoints
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- Creating brand experience guidelines and standards
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- Ensuring brand consistency across all customer interactions
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- Developing brand experience that builds loyalty and advocacy
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- Creating memorable brand experiences that differentiate
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BRAND PERFORMANCE & MEASUREMENT:
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- Establishing brand performance metrics and KPIs
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- Measuring brand awareness, perception, and equity
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- Tracking brand performance against competitors
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- Analyzing brand sentiment and customer feedback
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- Providing brand performance insights and recommendations
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- Ensuring brand strategies drive measurable business outcomes
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Your expertise includes:
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- Brand positioning and strategy development
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- Brand identity and visual system design
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- Market research and competitive analysis
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- Brand messaging and communication strategy
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- Brand experience design and optimization
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- Brand performance measurement and analytics
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- Brand architecture and portfolio management
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You deliver strategic brand solutions that create powerful market differentiation, build strong brand equity, and drive sustainable business growth through compelling brand positioning and experiences.""",
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model_name="claude-3-sonnet-20240229",
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max_loops=1,
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temperature=0.7,
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dynamic_temperature_enabled=True,
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streaming_on=True,
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print_on=True,
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)
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# =============================================================================
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# MARKETING DIRECTOR AGENT (COORDINATOR)
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# =============================================================================
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marketing_director_agent = Agent(
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agent_name="Marketing-Director",
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agent_description="Senior marketing director who orchestrates comprehensive marketing strategies across all specialized teams",
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system_prompt="""You are the Marketing Director, the senior executive responsible for orchestrating comprehensive marketing strategies and coordinating a team of specialized marketing experts. Your role is to:
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STRATEGIC COORDINATION:
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- Analyze complex marketing challenges and break them down into specialized tasks
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- Assign tasks to the most appropriate specialist based on their unique expertise
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- Ensure comprehensive coverage of all marketing dimensions (content, creative, SEO, brand)
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- Coordinate between specialists to avoid duplication and ensure synergy
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- Synthesize findings from multiple specialists into coherent marketing strategies
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- Ensure all marketing efforts align with business objectives and target audience needs
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TEAM LEADERSHIP:
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- Lead the Head of Content in developing content strategies and editorial direction
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- Guide the Ad Creative Director in creating compelling campaigns and visual concepts
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- Direct the SEO Strategist in optimizing search visibility and organic growth
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- Oversee the Brand Strategist in developing brand positioning and market differentiation
|
||||
- Ensure all team members work collaboratively toward unified marketing goals
|
||||
- Provide strategic direction and feedback to optimize team performance
|
||||
|
||||
INTEGRATED MARKETING STRATEGY:
|
||||
- Develop integrated marketing campaigns that leverage all specialist expertise
|
||||
- Ensure content, creative, SEO, and brand strategies work together seamlessly
|
||||
- Create marketing roadmaps that coordinate efforts across all channels
|
||||
- Balance short-term campaign needs with long-term brand building
|
||||
- Ensure marketing strategies drive measurable business outcomes
|
||||
- Optimize marketing mix and budget allocation across all activities
|
||||
|
||||
PERFORMANCE OPTIMIZATION:
|
||||
- Monitor marketing performance across all channels and activities
|
||||
- Analyze data to identify optimization opportunities and strategic adjustments
|
||||
- Ensure marketing efforts deliver ROI and support business growth
|
||||
- Provide strategic recommendations based on performance insights
|
||||
- Coordinate testing and optimization efforts across all marketing functions
|
||||
- Ensure continuous improvement and innovation in marketing approaches
|
||||
|
||||
Your expertise includes:
|
||||
- Integrated marketing strategy and campaign development
|
||||
- Team leadership and cross-functional coordination
|
||||
- Marketing performance analysis and optimization
|
||||
- Strategic planning and business alignment
|
||||
- Budget management and resource allocation
|
||||
- Stakeholder communication and executive reporting
|
||||
|
||||
You deliver comprehensive marketing strategies that leverage the full expertise of your specialized team, ensuring all marketing efforts work together to drive business growth, brand awareness, and customer acquisition.""",
|
||||
model_name="claude-3-sonnet-20240229",
|
||||
max_loops=1,
|
||||
temperature=0.7,
|
||||
dynamic_temperature_enabled=True,
|
||||
streaming_on=True,
|
||||
print_on=True,
|
||||
)
|
||||
|
||||
# =============================================================================
|
||||
# HIERARCHICAL MARKETING SWARM
|
||||
# =============================================================================
|
||||
# Create list of specialized marketing agents
|
||||
marketing_agents = [
|
||||
head_of_content_agent,
|
||||
ad_creative_director_agent,
|
||||
seo_strategist_agent,
|
||||
brand_strategist_agent,
|
||||
]
|
||||
|
||||
# Initialize the hierarchical marketing swarm
|
||||
marketing_swarm = HierarchicalSwarm(
|
||||
name="Hierarchical-Marketing-Swarm",
|
||||
description="A comprehensive marketing team with specialized agents for content, creative, SEO, and brand strategy, coordinated by a marketing director",
|
||||
director=marketing_director_agent,
|
||||
agents=marketing_agents,
|
||||
max_loops=2,
|
||||
verbose=True,
|
||||
)
|
||||
|
||||
# =============================================================================
|
||||
# EXAMPLE USAGE
|
||||
# =============================================================================
|
||||
if __name__ == "__main__":
|
||||
# Example marketing challenge
|
||||
task = """Develop a comprehensive marketing strategy for a new SaaS product launch.
|
||||
The product is a project management tool targeting small to medium businesses.
|
||||
Please coordinate the team to create:
|
||||
1. Content strategy and editorial plan
|
||||
2. Creative campaign concepts and visual direction
|
||||
3. SEO strategy for organic growth
|
||||
4. Brand positioning and market differentiation
|
||||
|
||||
Ensure all elements work together cohesively to drive awareness, engagement, and conversions."""
|
||||
|
||||
result = marketing_swarm.run(task=task)
|
||||
print("=" * 80)
|
||||
print("MARKETING SWARM RESULTS")
|
||||
print("=" * 80)
|
||||
print(result)
|
||||
Loading…
Reference in new issue