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aitbc/docs/agent-training/OPERATIONS_AUDIT.md
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feat: implement OpenClaw agent training system with CLI command execution
Added comprehensive agent training functionality that executes actual AITBC CLI commands:

- Renamed openclaw_operations to openclaw_training_operations in aitbc_cli.py
- Added train action with agent/validate/certify subcommands to openclaw_operations
- Implemented agent training that loads JSON training data and executes real CLI commands
- Added operation mapping for wallet, blockchain, messaging, and system commands
- Skip
2026-05-04 18:23:30 +02:00

4.8 KiB

AITBC Operations Audit for Agent Training

Training Data Coverage Analysis

Stage 1: Foundation

Currently Covered:

  • wallet_create ✓
  • wallet_balance ✓
  • blockchain_status ✓
  • service_status ✓

Missing Operations:

  • genesis_init
  • genesis_verify
  • genesis_info
  • wallet_list
  • wallet_transactions

Stage 2: Operations Mastery

Currently Covered:

  • wallet_export ✓
  • wallet_import ✓
  • blockchain_block ✓
  • mining_start ✓
  • mining_status ✓
  • network_sync ✓
  • network_peers ✓

Missing Operations:

  • wallet_send
  • wallet_delete
  • wallet_rename
  • wallet_backup
  • wallet_sync
  • wallet_batch
  • mining_stop
  • mining_rewards
  • network_status
  • network_ping
  • network_propagate
  • network_force_sync

Stage 3: AI Operations

Currently Covered:

  • ai_submit ✓
  • ai_status ✓
  • ai_jobs ✓
  • finetune_submit ✓
  • finetune_status ✓

Missing Operations:

  • None (AI operations fully covered)

Stage 4: Marketplace & Economics

Currently Covered:

  • market_list ✓
  • market_buy ✓
  • market_sell ✓
  • market_orders ✓
  • economics_distributed ✓

Missing Operations:

  • market_gpu_register
  • market_gpu_list
  • market_create
  • market_search
  • market_my-listings
  • market_get
  • market_delete
  • economics_model
  • economics_market
  • economics_trends
  • economics_optimize
  • economics_strategy

Stage 5: Expert Operations

Currently Covered:

  • workflow_create ✓
  • workflow_schedule ✓
  • workflow_monitor ✓
  • resource_status ✓
  • resource_allocate ✓
  • analytics_metrics ✓
  • security_audit ✓

Missing Operations:

  • workflow_run
  • resource_optimize
  • resource_benchmark
  • resource_monitor
  • analytics_blocks
  • analytics_report
  • analytics_export
  • analytics_predict
  • analytics_optimize
  • performance_benchmark
  • performance_optimize
  • performance_tune
  • security_scan
  • security_patch
  • compliance_check
  • compliance_report

Stage 6: Agent Identity & SDK

Currently Covered:

  • agent_sdk_create ✓
  • agent_sdk_register ✓
  • agent_sdk_list ✓
  • agent_sdk_status ✓
  • agent_sdk_capabilities ✓

Missing Operations:

  • agent_create
  • agent_list
  • agent_status
  • agent_capabilities
  • agent_message
  • agent_messages

Stage 7: Cross-Node Training

Currently Covered:

  • cross_node_agent_create ✓
  • agent_coordination_leader_election ✓
  • agent_swarm_create ✓
  • distributed_learning_federated ✓
  • agent_to_agent_message ✓
  • production_deploy ✓

Missing Operations:

  • cluster_status
  • cluster_sync
  • cluster_balance
  • simulate_blockchain
  • simulate_wallets
  • simulate_price
  • simulate_network
  • simulate_ai-jobs
  • bridge_health
  • bridge_metrics
  • bridge_status
  • bridge_config
  • pool_hub_sla-metrics
  • pool_hub_sla-violations
  • pool_hub_capacity-snapshots
  • pool_hub_capacity-forecast
  • pool_hub_capacity-recommendations
  • pool_hub_billing-usage
  • pool_hub_billing-sync
  • pool_hub_collect-metrics
  • contract_list
  • contract_deploy
  • contract_call
  • contract_verify
  • script execution
  • messaging operations

Priority Recommendations

High Priority (Core Operations)

  1. Add missing wallet operations to Stage 2 (send, delete, backup, sync)
  2. Add missing mining operations to Stage 2 (stop, rewards)
  3. Add missing network operations to Stage 2 (status, ping, propagate)
  4. Add missing workflow operations to Stage 5 (run)
  5. Add missing agent operations to Stage 6 (create, list, status, message)

Medium Priority (Advanced Operations)

  1. Add missing analytics operations to Stage 5 (blocks, report, export, predict)
  2. Add missing performance operations to Stage 5 (benchmark, optimize, tune)
  3. Add missing security operations to Stage 5 (scan, patch)
  4. Add missing compliance operations to Stage 5 (check, report)
  5. Add missing resource operations to Stage 5 (optimize, benchmark, monitor)

Low Priority (Specialized Operations)

  1. Add genesis operations to Stage 1 (init, verify, info)
  2. Add messaging operations to new stage or existing stage
  3. Add bridge operations to Stage 7 (health, metrics, status, config)
  4. Add pool hub operations to Stage 7
  5. Add contract operations to Stage 5
  6. Add simulation operations to Stage 7
  7. Add cluster operations to Stage 7

Implementation Strategy

Phase 5.1: Add High Priority Missing Operations

  • Update Stage 2 training data with missing wallet, mining, network operations
  • Update Stage 5 training data with missing workflow operations
  • Update Stage 6 training data with missing agent operations

Phase 5.2: Add Medium Priority Missing Operations

  • Update Stage 5 training data with missing analytics, performance, security, compliance, resource operations

Phase 5.3: Add Low Priority Missing Operations

  • Update Stage 1 training data with genesis operations
  • Update Stage 7 training data with bridge, pool hub, contract, simulation, cluster, messaging operations
  • Consider creating new stage for specialized operations if needed