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713 lines
22 KiB
Markdown
713 lines
22 KiB
Markdown
# AITBC AI Operations Reference
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This reference guide covers AI operations in the AITBC blockchain network, including job submission, resource allocation, marketplace interactions, agent coordination, and blockchain integration.
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## Table of Contents
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- [AI Job Types and Parameters](#ai-job-types-and-parameters)
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- [Ollama Integration](#ollama-integration)
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- [Resource Allocation](#resource-allocation)
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- [Marketplace Operations](#marketplace-operations)
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- [GPU Provider Marketplace](#gpu-provider-marketplace)
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- [Agent AI Workflows](#agent-ai-workflows)
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- [OpenClaw Agent Coordination](#openclaw-agent-coordination)
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- [Cross-Node AI Coordination](#cross-node-ai-coordination)
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- [Blockchain Integration](#blockchain-integration)
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- [AI Economics and Pricing](#ai-economics-and-pricing)
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- [AI Monitoring and Analytics](#ai-monitoring-and-analytics)
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- [API Endpoints](#api-endpoints)
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- [AI Security and Compliance](#ai-security-and-compliance)
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- [Troubleshooting AI Operations](#troubleshooting-ai-operations)
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- [Best Practices](#best-practices)
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- [Real-World Workflows](#real-world-workflows)
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## AI Job Types and Parameters
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### Inference Jobs
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```bash
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# Basic image generation
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./aitbc-cli ai job submit --wallet genesis-ops --type inference --prompt "Generate image of futuristic city" --payment 100
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# Text analysis
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./aitbc-cli ai job submit --wallet genesis-ops --type inference --prompt "Analyze sentiment of this text" --payment 50
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# Code generation
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./aitbc-cli ai job submit --wallet genesis-ops --type inference --prompt "Generate Python function for data processing" --payment 75
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```
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### Training Jobs
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```bash
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# Model training
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./aitbc-cli ai job submit --wallet genesis-ops --type training --model "custom-model" --dataset "training_data.json" --payment 500
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# Fine-tuning
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./aitbc-cli ai job submit --wallet genesis-ops --type training --model "gpt-3.5-turbo" --dataset "fine_tune_data.json" --payment 300
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```
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### Multimodal Jobs
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```bash
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# Image analysis
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./aitbc-cli ai job submit --wallet genesis-ops --type multimodal --prompt "Analyze this image" --image-path "/path/to/image.jpg" --payment 200
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# Audio processing
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./aitbc-cli ai job submit --wallet genesis-ops --type multimodal --prompt "Transcribe audio" --audio-path "/path/to/audio.wav" --payment 150
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# Video analysis
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./aitbc-cli ai job submit --wallet genesis-ops --type multimodal --prompt "Analyze video content" --video-path "/path/to/video.mp4" --payment 300
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```
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### Streaming Jobs
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```bash
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# Real-time inference streaming
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./aitbc-cli ai job submit --wallet genesis-ops --type inference --prompt "Generate story" --stream true --payment 150
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# Continuous monitoring
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./aitbc-cli ai job submit --wallet genesis-ops --type monitoring --target "network" --interval 60 --payment 200
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```
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## Ollama Integration
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### Ollama Model Operations
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```bash
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# List available Ollama models
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python3 /opt/aitbc/plugins/ollama/client_plugin.py --list-models
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# Run inference with Ollama
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python3 /opt/aitbc/plugins/ollama/client_plugin.py --model llama2 --prompt "Generate code for REST API"
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# Submit Ollama job via CLI
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./aitbc-cli ai job submit --wallet genesis-ops --type ollama --model "llama2:7b" --prompt "Analyze this data" --payment 50
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# Use custom Ollama endpoint
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./aitbc-cli ai job submit --wallet genesis-ops --type ollama --endpoint "http://localhost:11434" --model "mistral" --prompt "Generate summary" --payment 75
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```
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### Ollama GPU Provider Integration
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```bash
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# Register as Ollama GPU provider
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./aitbc-cli gpu provider register --type ollama --models "llama2,mistral,codellama" --gpu-count 1 --price 0.05
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# Submit Ollama job to specific provider
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./aitbc-cli ai job submit --wallet genesis-ops --type ollama --provider "provider_123" --model "llama2" --prompt "Generate text" --payment 50
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# Monitor Ollama provider status
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./aitbc-cli gpu provider status --provider-id "provider_123"
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```
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### Ollama Batch Operations
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```bash
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# Batch inference
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./aitbc-cli ai job submit --wallet genesis-ops --type ollama --model "llama2" --batch-file "prompts.json" --payment 200
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# Parallel Ollama jobs
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./aitbc-cli ai job submit --wallet genesis-ops --type ollama --model "mistral" --parallel 4 --prompts "prompt1,prompt2,prompt3,prompt4" --payment 150
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```
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## Resource Allocation
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### GPU Resources
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```bash
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# Single GPU allocation
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./aitbc-cli resource allocate --agent-id ai-inference-worker --gpu 1 --memory 8192 --duration 3600
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# Multiple GPU allocation
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./aitbc-cli resource allocate --agent-id ai-training-agent --gpu 2 --memory 16384 --duration 7200
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# GPU with specific model
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./aitbc-cli resource allocate --agent-id ai-agent --gpu 1 --memory 8192 --duration 3600 --model "stable-diffusion"
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```
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### CPU Resources
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```bash
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# CPU allocation for preprocessing
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./aitbc-cli resource allocate --agent-id data-processor --cpu 4 --memory 4096 --duration 1800
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# High-performance CPU allocation
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./aitbc-cli resource allocate --agent-id ai-trainer --cpu 8 --memory 16384 --duration 7200
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```
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## Marketplace Operations
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### Service Provider Registration
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```bash
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# Register as AI service provider
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./aitbc-cli market provider register --name "AI-Service-Pro" --wallet genesis-ops --verification full
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# Update service listing
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./aitbc-cli market service update --service-id "service_123" --price 60 --description "Updated description"
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# Deactivate service
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./aitbc-cli market service deactivate --service-id "service_123"
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```
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### Creating AI Services
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```bash
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# Image generation service
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./aitbc-cli market service create --name "AI Image Generation" --type ai-inference --price 50 --wallet genesis-ops --description "Generate high-quality images from text prompts"
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# Model training service
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./aitbc-cli market service create --name "Custom Model Training" --type ai-training --price 200 --wallet genesis-ops --description "Train custom models on your data"
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# Data analysis service
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./aitbc-cli market service create --name "AI Data Analysis" --type ai-processing --price 75 --wallet genesis-ops --description "Analyze and process datasets with AI"
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```
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### Marketplace Interaction
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```bash
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# List available services
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./aitbc-cli market service list
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# Search for specific services
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./aitbc-cli market service search --query "image generation"
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# Bid on service
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./aitbc-cli market order bid --service-id "service_123" --amount 60 --wallet genesis-ops
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# Execute purchased service
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./aitbc-cli market order execute --service-id "service_123" --job-data "prompt:Generate landscape image"
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```
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## GPU Provider Marketplace
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### GPU Provider Registration
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```bash
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# Register as GPU provider
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./aitbc-cli gpu provider register --name "GPU-Provider-1" --wallet genesis-ops --gpu-model "RTX4090" --gpu-count 4 --price 0.10
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# Register Ollama-specific provider
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./aitbc-cli gpu provider register --name "Ollama-Node" --type ollama --models "llama2,mistral" --gpu-count 2 --price 0.05
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# Update provider capacity
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./aitbc-cli gpu provider update --provider-id "provider_123" --gpu-count 8 --price 0.08
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```
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### GPU Provider Operations
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```bash
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# List available GPU providers
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./aitbc-cli gpu provider list
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# Search for specific GPU models
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./aitbc-cli gpu provider search --model "RTX4090"
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# Check provider availability
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./aitbc-cli gpu provider availability --provider-id "provider_123"
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# Get provider pricing
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./aitbc-cli gpu provider pricing --provider-id "provider_123"
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```
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### GPU Allocation from Providers
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```bash
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# Allocate from specific provider
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./aitbc-cli resource allocate --provider-id "provider_123" --gpu 2 --memory 16384 --duration 3600
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# Auto-select best provider
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./aitbc-cli resource allocate --auto-select --gpu 1 --memory 8192 --duration 1800 --criteria price
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# Allocate with provider preferences
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./aitbc-cli resource allocate --preferred-providers "provider_123,provider_456" --gpu 1 --memory 8192 --duration 3600
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```
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### GPU Provider Earnings
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```bash
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# Check provider earnings
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./aitbc-cli gpu provider earnings --provider-id "provider_123" --period "7d"
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# Withdraw earnings
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./aitbc-cli gpu provider withdraw --provider-id "provider_123" --wallet genesis-ops --amount 1000
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# Provider utilization report
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./aitbc-cli gpu provider utilization --provider-id "provider_123" --period "24h"
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```
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## Agent AI Workflows
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### Creating AI Agents
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```bash
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# Inference agent
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./aitbc-cli agent create --name "ai-inference-worker" --description "Specialized agent for AI inference tasks" --verification full
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# Training agent
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./aitbc-cli agent create --name "ai-training-agent" --description "Specialized agent for AI model training" --verification full
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# Coordination agent
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./aitbc-cli agent create --name "ai-coordinator" --description "Coordinates AI jobs across nodes" --verification full
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```
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### Executing AI Agents
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```bash
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# Execute inference agent
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./aitbc-cli agent execute --name "ai-inference-worker" --wallet genesis-ops --priority high
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# Execute training agent with parameters
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./aitbc-cli agent execute --name "ai-training-agent" --wallet genesis-ops --priority high --parameters "model:gpt-3.5-turbo,dataset:training.json"
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# Execute coordinator agent
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./aitbc-cli agent execute --name "ai-coordinator" --wallet genesis-ops --priority high
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```
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## OpenClaw Agent Coordination
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### OpenClaw AI Agent Setup
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```bash
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# Initialize OpenClaw AI agent
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openclaw agent init --name ai-inference-agent --type ai-worker
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# Configure agent for AI operations
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openclaw agent configure --name ai-inference-agent --ai-model "llama2" --gpu-requirement 1
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# Deploy agent to node
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openclaw agent deploy --name ai-inference-agent --target-node aitbc1
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```
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### OpenClaw AI Workflows
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```bash
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# Execute AI workflow via OpenClaw
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openclaw execute --agent AI-InferenceAgent --task run_inference --prompt "Generate image" --model "stable-diffusion"
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# Coordinate multi-agent AI pipeline
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openclaw execute --agent CoordinatorAgent --task ai_pipeline --workflow "preprocess->inference->postprocess"
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# Monitor agent AI performance
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openclaw monitor --agent AI-InferenceAgent --metrics gpu,throughput,errors
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```
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### Cross-Agent Communication
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```bash
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# Send AI job result to another agent
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openclaw message --from AI-InferenceAgent --to Data-ProcessingAgent --payload "job_id:123,result:image.png"
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# Request resources from coordinator
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openclaw message --from AI-TrainingAgent --to Resource-CoordinatorAgent --payload "request:gpu,count:2,duration:3600"
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# Broadcast job completion
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openclaw broadcast --from AI-InferenceAgent --channel ai-jobs --payload "job_123:completed"
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```
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## Cross-Node AI Coordination
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### Multi-Node Job Submission
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```bash
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# Submit to specific node
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./aitbc-cli ai job submit --wallet genesis-ops --type inference --prompt "Generate image" --target-node "aitbc1" --payment 100
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# Distribute training across nodes
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./aitbc-cli ai job submit --wallet genesis-ops --type training --model "distributed-model" --nodes "aitbc,aitbc1" --payment 500
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```
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### Cross-Node Resource Management
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```bash
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# Allocate resources on follower node
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ssh aitbc1 'cd /opt/aitbc && source venv/bin/activate && ./aitbc-cli resource allocate --agent-id ai-agent --gpu 1 --memory 8192 --duration 3600'
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# Monitor multi-node AI status
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./aitbc-cli ai job status --multi-node
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```
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## Blockchain Integration
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### AI Job on Blockchain
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```bash
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# Submit AI job with blockchain recording
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./aitbc-cli ai job submit --wallet genesis-ops --type inference --prompt "Generate image" --payment 100 --record-on-chain
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# Verify AI job on blockchain
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./aitbc-cli blockchain verify --job-id "job_123" --check-integrity
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# Get AI job transaction hash
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./aitbc-cli ai job tx-hash --job-id "job_123"
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```
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### AI Payments via Blockchain
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```bash
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# Pay for AI job with blockchain transaction
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./aitbc-cli ai payment pay --job-id "job_123" --wallet genesis-ops --amount 100 --on-chain
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# Check payment status on blockchain
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./aitbc-cli blockchain tx-status --tx-hash "0x123...abc"
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# Get AI payment history
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./aitbc-cli ai payment history --wallet genesis-ops --on-chain
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```
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### AI Smart Contract Integration
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```bash
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# Deploy AI service smart contract
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./aitbc-cli contract deploy --type ai-service --name "AI-Inference-Service" --wallet genesis-ops
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# Interact with AI smart contract
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./aitbc-cli contract call --contract "0x123...abc" --method submitJob --params "prompt:Generate image,payment:100"
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# Query AI smart contract state
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./aitbc-cli contract query --contract "0x123...abc" --method getJobStatus --params "job_id:123"
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```
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### AI Data Verification
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```bash
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# Verify AI output integrity
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./aitbc-cli ai verify --job-id "job_123" --check-hash --check-signature
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# Generate AI output proof
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./aitbc-cli ai proof --job-id "job_123" --output-path "/path/to/output.png"
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# Store AI result on blockchain
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./aitbc-cli ai store --job-id "job_123" --ipfs --on-chain
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```
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## AI Economics and Pricing
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### Job Cost Estimation
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```bash
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# Estimate inference job cost
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./aitbc-cli ai estimate --type inference --prompt-length 100 --resolution 512
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# Estimate training job cost
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./aitbc-cli ai estimate --type training --model-size "1B" --dataset-size "1GB" --epochs 10
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```
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### Payment and Earnings
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```bash
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# Pay for AI job
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./aitbc-cli ai payment pay --job-id "job_123" --wallet genesis-ops --amount 100
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# Check AI earnings
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./aitbc-cli ai payment earnings --wallet genesis-ops --period "7d"
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```
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## AI Monitoring and Analytics
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### Advanced Metrics
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```bash
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# Detailed job metrics
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./aitbc-cli ai metrics detailed --job-id "job_123" --include gpu,memory,network,io
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# Agent performance comparison
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./aitbc-cli ai metrics compare --agents "agent1,agent2,agent3" --period "24h"
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# Cost analysis
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./aitbc-cli ai metrics cost --wallet genesis-ops --period "30d" --breakdown job_type,provider
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# Error analysis
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./aitbc-cli ai metrics errors --period "7d" --group-by error_type
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```
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### Real-time Monitoring
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```bash
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# Stream live metrics
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./aitbc-cli ai monitor live --job-id "job_123"
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# Monitor multiple jobs
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./aitbc-cli ai monitor multi --job-ids "job1,job2,job3"
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# Set up alerts
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./aitbc-cli ai alert create --condition "job_duration > 3600" --action notify --email admin@example.com
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```
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### Job Monitoring
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```bash
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# Monitor specific job
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./aitbc-cli ai job status --job-id "job_123"
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# Monitor all jobs
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./aitbc-cli ai job status --all
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# Job history
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./aitbc-cli ai job history --wallet genesis-ops --limit 10
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```
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### Performance Metrics
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```bash
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# AI performance metrics
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./aitbc-cli ai metrics --agent-id "ai-inference-worker" --period "1h"
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# Resource utilization
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./aitbc-cli resource utilization --type gpu --period "1h"
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# Job throughput
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./aitbc-cli ai metrics throughput --nodes "aitbc,aitbc1" --period "24h"
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```
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## API Endpoints
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### AI Job API
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```bash
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# Submit AI job via API
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curl -X POST http://localhost:8006/api/ai/job/submit \
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-H "Content-Type: application/json" \
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-d '{"wallet":"genesis-ops","type":"inference","prompt":"Generate image","payment":100}'
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# Get job status
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curl http://localhost:8006/api/ai/job/status?job_id=job_123
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# List all jobs
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curl http://localhost:8006/api/ai/jobs
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```
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### Resource API
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```bash
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# Allocate resources via API
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curl -X POST http://localhost:8006/api/resource/allocate \
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-H "Content-Type: application/json" \
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-d '{"agent_id":"ai-agent","gpu":1,"memory":8192,"duration":3600}'
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# Get resource utilization
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curl http://localhost:8006/api/resource/utilization?type=gpu&period=1h
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```
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### Marketplace API
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```bash
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# List services
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curl http://localhost:8006/api/market/services
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# Create service
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curl -X POST http://localhost:8006/api/market/service/create \
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-H "Content-Type: application/json" \
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-d '{"name":"AI Service","type":"inference","price":50,"wallet":"genesis-ops"}'
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# Bid on service
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curl -X POST http://localhost:8006/api/market/order/bid \
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-H "Content-Type: application/json" \
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-d '{"service_id":"service_123","amount":60,"wallet":"genesis-ops"}'
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```
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### GPU Provider API
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```bash
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# Register provider
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curl -X POST http://localhost:8006/api/gpu/provider/register \
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-H "Content-Type: application/json" \
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-d '{"name":"GPU Provider","gpu_model":"RTX4090","gpu_count":4,"price":0.10}'
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# Get provider status
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curl http://localhost:8006/api/gpu/provider/status?provider_id=provider_123
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# List providers
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curl http://localhost:8006/api/gpu/providers
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```
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## AI Security and Compliance
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### Secure AI Operations
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```bash
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# Secure job submission
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./aitbc-cli ai job submit --wallet genesis-ops --type inference --prompt "Generate image" --payment 100 --encrypt
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# Verify job integrity
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./aitbc-cli ai job verify --job-id "job_123"
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# AI job audit
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./aitbc-cli ai job audit --job-id "job_123"
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```
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### Compliance Features
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- **Data Privacy**: Encrypt sensitive AI data
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- **Job Verification**: Cryptographic job verification
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- **Audit Trail**: Complete job execution history
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- **Access Control**: Role-based AI service access
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## Troubleshooting AI Operations
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### Common Issues and Solutions
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#### Job Submission Failures
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```bash
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# Check wallet balance
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./aitbc-cli wallet balance --name genesis-ops
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# Verify network connectivity
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./aitbc-cli network status
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# Check AI service availability
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./aitbc-cli ai service status
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# Verify job parameters
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./aitbc-cli ai job validate --type inference --prompt "test" --payment 50
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```
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#### GPU Allocation Issues
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```bash
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# Check GPU availability
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nvidia-smi
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./aitbc-cli resource available --type gpu
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# Verify GPU provider status
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./aitbc-cli gpu provider status --provider-id "provider_123"
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# Check resource locks
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./aitbc-cli resource locks --list
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# Release stuck resources
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./aitbc-cli resource release --allocation-id "alloc_123" --force
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```
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#### Performance Issues
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```bash
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# Check system resources
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htop
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iostat -x 1
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# Monitor GPU usage
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nvidia-smi dmon
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./aitbc-cli resource utilization --type gpu --live
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# Check network latency
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ping aitbc1
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./aitbc-cli network latency --target aitbc1
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# Analyze job logs
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./aitbc-cli ai job logs --job-id "job_123" --tail 100
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```
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#### Payment Issues
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```bash
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# Check transaction status
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./aitbc-cli blockchain tx-status --tx-hash "0x123...abc"
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# Verify wallet state
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./aitbc-cli wallet info --name genesis-ops
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# Check payment queue
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./aitbc-cli ai payment queue --wallet genesis-ops
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# Retry failed payment
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./aitbc-cli ai payment retry --job-id "job_123"
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```
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### Debug Commands
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```bash
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# Check AI service status
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./aitbc-cli ai service status
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# Debug resource allocation
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./aitbc-cli resource debug --agent-id "ai-agent"
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# Check wallet balance
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./aitbc-cli wallet balance --name genesis-ops
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# Verify network connectivity
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ping aitbc1
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curl -s http://localhost:8006/health
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```
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## Real-World Workflows
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### Workflow 1: Batch Image Generation
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```bash
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# 1. Allocate GPU resources
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./aitbc-cli resource allocate --agent-id batch-gen --gpu 2 --memory 16384 --duration 7200
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# 2. Submit batch job
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./aitbc-cli ai job submit --wallet genesis-ops --type inference --batch-file "prompts.json" --parallel 4 --payment 400
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# 3. Monitor progress
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./aitbc-cli ai job status --job-id "job_123" --watch
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# 4. Verify results
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./aitbc-cli ai job verify --job-id "job_123" --check-integrity
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# 5. Release resources
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./aitbc-cli resource release --agent-id batch-gen
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```
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### Workflow 2: Distributed Model Training
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```bash
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# 1. Register GPU providers on multiple nodes
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ssh aitbc1 './aitbc-cli gpu provider register --name "GPU-1" --gpu-count 2 --price 0.10'
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ssh aitbc2 './aitbc-cli gpu provider register --name "GPU-2" --gpu-count 4 --price 0.08'
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# 2. Submit distributed training job
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./aitbc-cli ai job submit --wallet genesis-ops --type training --model "distributed-model" \
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--nodes "aitbc,aitbc1,aitbc2" --dataset "training.json" --payment 1000
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# 3. Monitor training across nodes
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./aitbc-cli ai job status --job-id "job_456" --multi-node
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# 4. Collect training metrics
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./aitbc-cli ai metrics training --job-id "job_456" --nodes "aitbc,aitbc1,aitbc2"
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```
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### Workflow 3: Ollama GPU Provider Service
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```bash
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# 1. Set up Ollama on node
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ssh gitea-runner 'ollama serve &'
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ssh gitea-runner 'ollama pull llama2'
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ssh gitea-runner 'ollama pull mistral'
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# 2. Register as Ollama provider
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./aitbc-cli gpu provider register --name "Ollama-Provider" --type ollama \
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--models "llama2,mistral" --gpu-count 1 --price 0.05
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# 3. Submit Ollama jobs
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./aitbc-cli ai job submit --wallet genesis-ops --type ollama --provider "Ollama-Provider" \
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--model "llama2" --prompt "Analyze text" --payment 50
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# 4. Monitor provider earnings
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./aitbc-cli gpu provider earnings --provider-id "provider_789" --period "7d"
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```
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### Workflow 4: AI Service Marketplace
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```bash
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# 1. Create AI service
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./aitbc-cli market service create --name "Premium Image Gen" --type ai-inference \
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--price 100 --wallet genesis-ops --description "High-quality image generation"
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# 2. Register as provider
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./aitbc-cli market provider register --name "AI-Service-Pro" --wallet genesis-ops
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# 3. Customer bids on service
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./aitbc-cli market order bid --service-id "service_123" --amount 110 --wallet customer-wallet
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# 4. Execute service
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./aitbc-cli market order execute --service-id "service_123" --job-data "prompt:Generate landscape"
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# 5. Verify completion
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./aitbc-cli market order status --order-id "order_456"
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```
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### Workflow 5: OpenClaw Multi-Agent Pipeline
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```bash
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# 1. Initialize agents
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openclaw agent init --name Data-Preprocessor --type data-worker
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openclaw agent init --name AI-Inference --type ai-worker
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openclaw agent init --name Result-Postprocessor --type data-worker
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# 2. Configure agents
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openclaw agent configure --name AI-Inference --ai-model "llama2" --gpu-requirement 1
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# 3. Execute pipeline
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openclaw execute --agent CoordinatorAgent --task run_pipeline \
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--workflow "Data-Preprocessor->AI-Inference->Result-Postprocessor" \
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--input "data.json" --output "results.json"
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# 4. Monitor pipeline
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openclaw monitor --pipeline pipeline_123 --realtime
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```
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## Best Practices
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### Resource Management
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- Allocate appropriate resources for job type
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- Monitor resource utilization regularly
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- Release resources when jobs complete
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- Use priority settings for important jobs
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### Cost Optimization
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- Estimate costs before submitting jobs
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- Use appropriate job parameters
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- Monitor AI spending regularly
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- Optimize resource allocation
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### Security
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- Use encryption for sensitive data
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- Verify job integrity regularly
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- Monitor audit logs
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- Implement access controls
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- Use blockchain verification for critical jobs
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- Keep AI models and data isolated
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- Regular security audits of AI services
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- Implement rate limiting for API endpoints
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### Performance
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- Use appropriate job types
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- Optimize resource allocation
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- Monitor performance metrics
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- Use multi-node coordination for large jobs
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