aitbc/docs/agent-training/OPERATIONS_AUDIT.md

AITBC Operations Audit for Agent Training

Training Data Coverage Analysis

Note: This audit reflects the current state of stage JSON files as of Phase 1 implementation. Some operations listed as "missing" in earlier versions have been added.

Stage 1: Foundation

Currently Covered:

• wallet_create ✓
• wallet_import ✓
• wallet_list ✓
• wallet_balance ✓
• wallet_transactions ✓
• transaction_send ✓
• genesis_init ✓
• genesis_verify ✓
• genesis_info ✓
• messaging_send ✓ (marked optional)
• island_create ✓
• blockchain_status ✓
• service_status ✓

Missing Operations:

• None (foundation operations fully covered after Phase 1)

Stage 2: Operations Mastery

Currently Covered:

• wallet_export ✓
• wallet_import ✓
• wallet_delete ✓
• wallet_backup ✓
• wallet_sync ✓
• wallet_rename ✓
• wallet_batch ✓
• blockchain_block ✓
• mining_start ✓
• mining_stop ✓
• mining_status ✓
• mining_rewards ✓
• network_sync ✓
• network_status ✓
• network_peers ✓
• network_ping ✓
• network_propagate ✓
• network_force_sync ✓

Missing Operations:

• wallet_send (replaced by transaction_send in Stage 1)
• wallet_list (covered in Stage 1)

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_run ✓
• workflow_schedule ✓
• workflow_monitor ✓
• resource_status ✓
• resource_allocate ✓
• resource_optimize ✓
• analytics_metrics ✓
• analytics_export ✓
• analytics_blocks ✓
• analytics_predict ✓
• analytics_optimize ✓
• performance_optimize ✓
• performance_tune ✓
• security_audit ✓

Missing Operations:

• workflow_create
• resource_benchmark
• resource_monitor
• analytics_report
• performance_benchmark
• security_scan
• security_patch
• compliance_check
• compliance_report

Stage 6: Agent Identity & SDK

Currently Covered:

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

Missing Operations:

• None (agent operations fully covered)

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

Note: Many high and medium priority operations have been added in Phase 1. The following recommendations reflect remaining gaps.

High Priority (Core Operations)

1. Add missing marketplace operations to Stage 4 (gpu_register, gpu_list, create, search, get, delete)
2. Add missing economics operations to Stage 4 (model, market, trends, optimize, strategy)

Medium Priority (Advanced Operations)

1. Add missing workflow operation to Stage 5 (create)
2. Add missing resource operations to Stage 5 (benchmark, monitor)
3. Add missing analytics operation to Stage 5 (report)
4. Add missing performance operation to Stage 5 (benchmark)
5. Add missing security operations to Stage 5 (scan, patch)
6. Add missing compliance operations to Stage 5 (check, report)

Low Priority (Specialized Operations)

1. Add cross-chain operations to Stage 7 (cross_chain_transfer, staking_validator_agent, multi_chain_validator)
2. Add bounty system operations to Stage 8 (bounty_system, portfolio_management, knowledge_graph_market)
3. Add multi-chain architecture operations to Stage 9 (multi_chain_island_setup, blockchain_node_config, gossip_sync_config)

Implementation Strategy

Note: Phase 1 implementation (completed) addressed many high-priority operations. The following phases address remaining gaps.

Phase 2: Add High Priority Missing Operations

• Update Stage 4 training data with missing marketplace operations (gpu_register, gpu_list, create, search, get, delete)
• Update Stage 4 training data with missing economics operations (model, market, trends, optimize, strategy)

Phase 3: Add Medium Priority Missing Operations

• Update Stage 5 training data with missing workflow operation (create)
• Update Stage 5 training data with missing resource operations (benchmark, monitor)
• Update Stage 5 training data with missing analytics operation (report)
• Update Stage 5 training data with missing performance operation (benchmark)
• Update Stage 5 training data with missing security operations (scan, patch)
• Update Stage 5 training data with missing compliance operations (check, report)

Phase 4: Add Low Priority Missing Operations

• Update Stage 7 training data with cross-chain operations (already present: cross_chain_transfer, staking_validator_agent, multi_chain_validator)
• Update Stage 8 training data with bounty system operations (already present: bounty_system, portfolio_management, knowledge_graph_market)
• Update Stage 9 training data with multi-chain architecture operations (already present: multi_chain_island_setup, blockchain_node_config, gossip_sync_config)