<turbo-stream action="update" target="modal_container"><template>
  <div data-controller="agent-modal"
     data-agent-modal-current-tab-value="overview"
     class="hidden fixed inset-0 z-50">

  <!-- Backdrop -->
  <div data-action="click->agent-modal#close"
       data-agent-modal-target="backdrop"
       class="fixed inset-0 bg-black/70 transition-opacity duration-200 opacity-0 backdrop-blur-sm"></div>

  <!-- Modal -->
  <div class="fixed inset-0 overflow-y-auto">
    <div class="flex min-h-full items-center justify-center p-4 sm:p-6">
      <div data-agent-modal-target="modal"
           class="modal-content relative w-full max-w-[90vw] transform transition-all duration-200 opacity-0 scale-95">

        <div class="relative bg-white dark:bg-gray-800 rounded-xl shadow-2xl border border-gray-200 dark:border-gray-700 h-[90vh] flex flex-col">

          <!-- Header with Tabs -->
          <div class="flex-shrink-0 border-b border-gray-200 dark:border-gray-700">
            <!-- Title and Close -->
            <div class="flex items-center justify-between px-6 py-4">
              <div>
                <h2 class="text-2xl font-bold text-gray-900 dark:text-white">Data Driven Feature Builder</h2>
                <p class="text-sm text-gray-500 dark:text-gray-400 mt-1">
                  by <a class="hover:text-amber-600 dark:hover:text-amber-400 transition-colors" data-turbo-frame="_top" href="/authors/0199c65d-fb71-77fb-a296-59ef21fceae1">wshobson/agents</a>
                </p>
              </div>
              <button type="button"
                      data-action="click->agent-modal#close"
                      class="p-2 rounded-lg hover:bg-gray-100 dark:hover:bg-gray-700 transition-colors text-gray-500 hover:text-gray-700 dark:text-gray-400 dark:hover:text-gray-200">
                <svg class="w-6 h-6" fill="none" stroke="currentColor" viewBox="0 0 24 24">
                  <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M6 18L18 6M6 6l12 12" />
                </svg>
              </button>
            </div>

            <!-- Action Buttons -->
            <div class="px-6 pb-4 flex flex-wrap items-center gap-3">

              <a data-turbo-frame="_top" class="inline-flex items-center gap-2 px-4 py-2 border border-gray-300 dark:border-gray-600 text-gray-700 dark:text-gray-300 rounded-lg hover:bg-gray-50 dark:hover:bg-gray-800 transition-colors" href="/agents/data-driven-feature-builder">
                <svg class="w-4 h-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
                  <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M10 6H6a2 2 0 00-2 2v10a2 2 0 002 2h10a2 2 0 002-2v-4M14 4h6m0 0v6m0-6L10 14" />
                </svg>
                View Full Page
</a>            </div>

            <!-- Tabs -->
            <div class="px-6">
              <nav class="flex gap-1 overflow-x-auto" aria-label="Tabs">
                <button type="button"
                        data-action="click->agent-modal#switchTab"
                        data-tab="overview"
                        data-agent-modal-target="tab"
                        class="px-4 py-2 text-sm font-medium rounded-t-lg whitespace-nowrap transition-colors border-b-2 border-transparent text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-gray-100 hover:border-gray-300 dark:hover:border-gray-600 [&[data-active]]:text-amber-600 [&[data-active]]:dark:text-amber-400 [&[data-active]]:border-amber-600 [&[data-active]]:dark:border-amber-400 outline-none focus:outline-none active:outline-none">
                  Overview
                </button>

                  <button type="button"
                          data-action="click->agent-modal#switchTab"
                          data-tab="0199c678-212f-7bec-b829-2cdb57dfa33e"
                          data-agent-modal-target="tab"
                          class="px-4 py-2 text-sm font-medium rounded-t-lg whitespace-nowrap transition-colors border-b-2 border-transparent text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-gray-100 hover:border-gray-300 dark:hover:border-gray-600 [&[data-active]]:text-amber-600 [&[data-active]]:dark:text-amber-400 [&[data-active]]:border-amber-600 [&[data-active]]:dark:border-amber-400 outline-none focus:outline-none active:outline-none">
                    <div class="flex items-center gap-2"><img alt="Claude" class="w-4 h-4" loading="lazy" src="/assets/claude-7b230d75.svg" /><span class="">Claude</span></div>
                  </button>
              </nav>
            </div>
          </div>

          <!-- Tab Content -->
          <div class="flex-1 overflow-hidden">
            <!-- Overview Tab -->
            <div data-agent-modal-target="tabContent"
                 data-tab="overview"
                 class="hidden h-full overflow-y-auto p-6">
              <div class="space-y-6">
  <div>
    <h3 class="text-lg font-semibold text-gray-900 dark:text-white mb-2">Description</h3>
    <div class="text-gray-600 dark:text-gray-400 leading-relaxed">
      <div class="lexxy-content">
  Orchestrates multiple specialized agents to build data-driven features with integrated pipelines and ML capabilities
</div>

    </div>
  </div>

  <div>
    <h3 class="text-lg font-semibold text-gray-900 dark:text-white mb-2">Available Platforms</h3>
    <div class="flex flex-wrap gap-2">
        <span class="inline-flex items-center gap-1.5 px-3 py-1 text-sm bg-gray-100 dark:bg-gray-800 text-gray-700 dark:text-gray-300 rounded-md">
            <img class="w-4 h-4" alt="Claude" src="/assets/claude-7b230d75.svg" />
          claude
        </span>
    </div>
  </div>

</div>

            </div>

            <!-- Platform Implementation Tabs -->
              <div data-agent-modal-target="tabContent"
                   data-tab="0199c678-212f-7bec-b829-2cdb57dfa33e"
                   class="hidden h-full">
                <div class="h-full flex flex-col lg:flex-row">
                  <!-- Sidebar (30%) -->
                  <div class="lg:w-[30%] border-b lg:border-b-0 lg:border-r border-gray-200 dark:border-gray-700 p-6 lg:overflow-y-auto">
                    <div class="flex items-center justify-between mb-4">
                      <div class="flex items-center gap-2"><img alt="Claude" class="w-8 h-8" loading="lazy" src="/assets/claude-7b230d75.svg" /><span class="text-xl font-semibold">Claude</span></div>

                      <!-- Quick Actions -->
                      <div class="flex items-center gap-1">
                        
  <button data-controller="download"
          data-download-url-value="/implementations/0199c678-212f-7bec-b829-2cdb57dfa33e/download"
          data-download-implementation-id-value="0199c678-212f-7bec-b829-2cdb57dfa33e"
          data-download-agent-id-value="0199c678-210b-79f9-8f6f-67e55a4b3cd7"
          data-action="click->download#handleClick"
          class="p-2 rounded-lg hover:bg-gray-200 dark:hover:bg-gray-700 transition-colors group"
          title="Download">
    <svg class="w-5 h-5 text-gray-400 dark:text-gray-500 group-hover:text-gray-600 dark:group-hover:text-gray-300" fill="none" stroke="currentColor" viewBox="0 0 24 24">
      <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M12 10v6m0 0l-3-3m3 3l3-3m2 8H7a2 2 0 01-2-2V5a2 2 0 012-2h5.586a1 1 0 01.707.293l5.414 5.414a1 1 0 01.293.707V19a2 2 0 01-2 2z"/>
    </svg>
  </button>


                      </div>
                    </div>

                    <div class="flex items-center gap-2 text-sm text-gray-500 dark:text-gray-400 mb-6">
                      <span>Version 1.0.1</span>
                        <span class="text-gray-300 dark:text-gray-700">•</span>
                        <span class="inline-flex items-center gap-1" title="MIT License">
                          <img class="w-3 h-3 text-gray-600 dark:text-gray-400" alt="MIT" src="/assets/mit_license-736a4952.svg" />
                          <span class="text-xs">MIT</span>
                        </span>
                    </div>


                    <!-- Copy Button -->
                    <button type="button"
                            data-action="click->agent-modal#copyCode"
                            data-implementation-id="0199c678-212f-7bec-b829-2cdb57dfa33e"
                            class="w-full inline-flex items-center justify-center gap-2 px-4 py-2 bg-gray-900 dark:bg-gray-700 text-white rounded-lg hover:bg-gray-800 dark:hover:bg-gray-600 transition-colors [&[data-copied]]:!bg-green-600 [&[data-copied]]:dark:!bg-green-500 mb-3">
                      <svg class="w-4 h-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
                        <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M8 5H6a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2v-1M8 5a2 2 0 002 2h2a2 2 0 002-2M8 5a2 2 0 012-2h2a2 2 0 012 2m0 0h2a2 2 0 012 2v3m2 4H10m0 0l3-3m-3 3l3 3" />
                      </svg>
                      <span>Copy to Clipboard</span>
                    </button>

                    <!-- Download Button -->
                    
  <button data-controller="download"
          data-download-url-value="/implementations/0199c678-212f-7bec-b829-2cdb57dfa33e/download"
          data-download-implementation-id-value="0199c678-212f-7bec-b829-2cdb57dfa33e"
          data-download-agent-id-value="0199c678-210b-79f9-8f6f-67e55a4b3cd7"
          data-action="click->download#handleClick"
          class="w-full px-4 py-2 bg-amber-600 text-white text-sm rounded-md hover:bg-amber-700 transition-colors text-center font-medium">
    Download
  </button>

                  </div>

                  <!-- Code Content (70%) -->
                  <div class="flex-1 lg:w-[70%] overflow-y-auto p-6 bg-gray-50 dark:bg-gray-900/50">
                    <pre class="text-sm leading-relaxed text-gray-900 dark:text-gray-100 whitespace-pre-wrap font-mono" data-code-content="0199c678-212f-7bec-b829-2cdb57dfa33e">---
model: claude-opus-4-1
---

Build data-driven features with integrated pipelines and ML capabilities using specialized agents:

[Extended thinking: This workflow orchestrates data scientists, data engineers, backend architects, and AI engineers to build features that leverage data pipelines, analytics, and machine learning. Each agent contributes their expertise to create a complete data-driven solution.]

## Phase 1: Data Analysis and Design

### 1. Data Requirements Analysis
- Use Task tool with subagent_type=&quot;data-scientist&quot;
- Prompt: &quot;Analyze data requirements for: $ARGUMENTS. Identify data sources, required transformations, analytics needs, and potential ML opportunities.&quot;
- Output: Data analysis report, feature engineering requirements, ML feasibility

### 2. Data Pipeline Architecture
- Use Task tool with subagent_type=&quot;data-engineer&quot;
- Prompt: &quot;Design data pipeline architecture for: $ARGUMENTS. Include ETL/ELT processes, data storage, streaming requirements, and integration with existing systems based on data scientist&#39;s analysis.&quot;
- Output: Pipeline architecture, technology stack, data flow diagrams

## Phase 2: Backend Integration

### 3. API and Service Design
- Use Task tool with subagent_type=&quot;backend-architect&quot;
- Prompt: &quot;Design backend services to support data-driven feature: $ARGUMENTS. Include APIs for data ingestion, analytics endpoints, and ML model serving based on pipeline architecture.&quot;
- Output: Service architecture, API contracts, integration patterns

### 4. Database and Storage Design
- Use Task tool with subagent_type=&quot;database-optimizer&quot;
- Prompt: &quot;Design optimal database schema and storage strategy for: $ARGUMENTS. Consider both transactional and analytical workloads, time-series data, and ML feature stores.&quot;
- Output: Database schemas, indexing strategies, storage recommendations

## Phase 3: ML and AI Implementation

### 5. ML Pipeline Development
- Use Task tool with subagent_type=&quot;ml-engineer&quot;
- Prompt: &quot;Implement ML pipeline for: $ARGUMENTS. Include feature engineering, model training, validation, and deployment based on data scientist&#39;s requirements.&quot;
- Output: ML pipeline code, model artifacts, deployment strategy

### 6. AI Integration
- Use Task tool with subagent_type=&quot;ai-engineer&quot;
- Prompt: &quot;Build AI-powered features for: $ARGUMENTS. Integrate LLMs, implement RAG if needed, and create intelligent automation based on ML engineer&#39;s models.&quot;
- Output: AI integration code, prompt engineering, RAG implementation

## Phase 4: Implementation and Optimization

### 7. Data Pipeline Implementation
- Use Task tool with subagent_type=&quot;data-engineer&quot;
- Prompt: &quot;Implement production data pipelines for: $ARGUMENTS. Include real-time streaming, batch processing, and data quality monitoring based on all previous designs.&quot;
- Output: Pipeline implementation, monitoring setup, data quality checks

### 8. Performance Optimization
- Use Task tool with subagent_type=&quot;performance-engineer&quot;
- Prompt: &quot;Optimize data processing and model serving performance for: $ARGUMENTS. Focus on query optimization, caching strategies, and model inference speed.&quot;
- Output: Performance improvements, caching layers, optimization report

## Phase 5: Testing and Deployment

### 9. Comprehensive Testing
- Use Task tool with subagent_type=&quot;test-automator&quot;
- Prompt: &quot;Create test suites for data pipelines and ML components: $ARGUMENTS. Include data validation tests, model performance tests, and integration tests.&quot;
- Output: Test suites, data quality tests, ML monitoring tests

### 10. Production Deployment
- Use Task tool with subagent_type=&quot;deployment-engineer&quot;
- Prompt: &quot;Deploy data-driven feature to production: $ARGUMENTS. Include pipeline orchestration, model deployment, monitoring, and rollback strategies.&quot;
- Output: Deployment configurations, monitoring dashboards, operational runbooks

## Coordination Notes
- Data flow and requirements cascade from data scientists to engineers
- ML models must integrate seamlessly with backend services
- Performance considerations apply to both data processing and model serving
- Maintain data lineage and versioning throughout the pipeline

Data-driven feature to build: $ARGUMENTS</pre>
                  </div>
                </div>
              </div>
          </div>

        </div>
      </div>
    </div>
  </div>
</div>

</template></turbo-stream>