aitbc/.windsurf/skills/aitbc-marketplace-participant.md

description, title, version

description	title	version
Atomic AITBC marketplace operations with deterministic pricing and listing management	aitbc-marketplace-participant	1.1

AITBC Marketplace Participant

Purpose

Create, manage, and optimize AITBC marketplace listings with deterministic pricing strategies and competitive analysis.

Activation

Trigger when user requests marketplace operations: listing creation, price optimization, market analysis, or trading operations.

Input

{
  "operation": "create|list|analyze|optimize|trade|status|gpu-provider-register|gpu-provider-status",
  "service_type": "ai-inference|ai-training|resource-compute|resource-storage|data-processing|gpu-provider",
  "name": "string (for create/gpu-provider-register)",
  "description": "string (for create)",
  "price": "number (for create/optimize)",
  "wallet": "string (for create/trade/gpu-provider-register)",
  "listing_id": "string (for status/trade)",
  "provider_id": "string (for gpu-provider-status)",
  "quantity": "number (for create/trade)",
  "duration": "number (for create, hours)",
  "gpu_model": "string (for gpu-provider-register)",
  "gpu_count": "number (for gpu-provider-register)",
  "models": "array (optional for gpu-provider-register, e.g., [\"llama2\", \"mistral\"])",
  "competitor_analysis": "boolean (optional for analyze)",
  "market_trends": "boolean (optional for analyze)"
}

Output

{
  "summary": "Marketplace operation completed successfully",
  "operation": "create|list|analyze|optimize|trade|status|gpu-provider-register|gpu-provider-status",
  "listing_id": "string (for create/status/trade)",
  "provider_id": "string (for gpu-provider-register/gpu-provider-status)",
  "service_type": "string",
  "name": "string (for create/gpu-provider-register)",
  "price": "number",
  "wallet": "string (for create/trade/gpu-provider-register)",
  "quantity": "number",
  "gpu_model": "string (for gpu-provider-register/gpu-provider-status)",
  "gpu_count": "number (for gpu-provider-register/gpu-provider-status)",
  "models": "array (for gpu-provider-register/gpu-provider-status)",
  "market_data": "object (for analyze)",
  "competitor_analysis": "array (for analyze)",
  "pricing_recommendations": "array (for optimize)",
  "trade_details": "object (for trade)",
  "provider_status": "object (for gpu-provider-status)",
  "issues": [],
  "recommendations": [],
  "confidence": 1.0,
  "execution_time": "number",
  "validation_status": "success|partial|failed"
}

Process

1. Analyze

• Validate marketplace parameters
• Check service type compatibility
• Verify pricing strategy feasibility
• Assess market conditions

2. Plan

• Research competitor pricing
• Analyze market demand trends
• Calculate optimal pricing strategy
• Prepare listing parameters

3. Execute

• Execute AITBC CLI marketplace command
• Capture listing ID and status
• Monitor listing performance
• Analyze market response

4. Validate

• Verify listing creation success
• Check pricing competitiveness
• Validate market analysis accuracy
• Confirm trade execution details

Constraints

• MUST NOT create listings without valid wallet
• MUST NOT set prices below minimum thresholds
• MUST validate service type compatibility
• MUST monitor listings for performance metrics
• MUST set minimum duration (1 hour)
• MUST validate quantity limits (1-1000 units)

Environment Assumptions

• AITBC CLI accessible at /opt/aitbc/aitbc-cli
• Marketplace service operational
• Exchange API accessible for pricing data
• GPU provider marketplace operational for resource allocation
• Ollama GPU providers can register with model specifications
• Sufficient wallet balance for listing fees
• Market data available for analysis
• GPU providers have unique p2p_node_id for P2P connectivity

Error Handling

• Invalid service type → Return service type validation error
• Insufficient balance → Return error with required amount
• Market data unavailable → Return market status and retry recommendations
• Listing creation failure → Return detailed error and troubleshooting steps

Example Usage Prompt

Create a marketplace listing for AI inference service named "Medical Diagnosis AI" with price 100 AIT per hour, duration 24 hours, quantity 10 from trading-wallet

Expected Output Example

{
  "summary": "Marketplace listing 'Medical Diagnosis AI' created successfully",
  "operation": "create",
  "listing_id": "listing_7f8a9b2c3d4e5f6",
  "service_type": "ai-inference",
  "name": "Medical Diagnosis AI",
  "price": 100,
  "wallet": "trading-wallet",
  "quantity": 10,
  "market_data": null,
  "competitor_analysis": null,
  "pricing_recommendations": null,
  "trade_details": null,
  "issues": [],
  "recommendations": ["Monitor listing performance", "Consider dynamic pricing based on demand", "Track competitor pricing changes"],
  "confidence": 1.0,
  "execution_time": 4.2,
  "validation_status": "success"
}

Model Routing Suggestion

Fast Model (Claude Haiku, GPT-3.5-turbo)

• Marketplace listing status checking
• Basic market listing retrieval
• Simple trade operations

Reasoning Model (Claude Sonnet, GPT-4)

• Marketplace listing creation with optimization
• Market analysis and competitor research
• Pricing strategy optimization
• Complex trade analysis

Coding Model (Claude Sonnet, GPT-4)

• Pricing algorithm optimization
• Market data analysis and modeling
• Trading strategy development

Performance Notes

• Execution Time: 2-5 seconds for status/list, 5-15 seconds for create/trade, 10-30 seconds for analysis
• Memory Usage: <150MB for marketplace operations
• Network Requirements: Exchange API connectivity, marketplace service access
• Concurrency: Safe for multiple simultaneous listings from different wallets
• Market Monitoring: Real-time price tracking and competitor analysis