- Bump minimum Python version from 3.11 to 3.13 across all apps - Add Python 3.11-3.13 test matrix to CLI workflow - Document Python 3.11+ requirement in .env.example - Fix Starlette Broadcast removal with in-process fallback implementation - Add _InProcessBroadcast class for tests when Starlette Broadcast is unavailable - Refactor API key validators to read live settings instead of cached values - Update database models with explicit
5.4 KiB
5.4 KiB
CLI Usage
Setup
pip install -e . # from monorepo root
aitbc config set coordinator_url http://localhost:8000
export AITBC_API_KEY=your-key # or use --api-key
Global Options
| Option | Description |
|---|---|
--url URL |
Coordinator API URL |
--api-key KEY |
API key for authentication |
--output table|json|yaml |
Output format |
-v / -vv / -vvv |
Verbosity level |
--debug |
Debug mode |
Command Groups
| Group | Key commands |
|---|---|
agent |
create, execute, network, learning |
multimodal |
agent, process, convert, search |
optimize |
self-opt, predict, tune |
openclaw |
deploy, edge, routing, ecosystem |
marketplace advanced |
models, analytics, trading, dispute |
swarm |
join, coordinate, consensus |
client |
submit, status, list, cancel, download, batch-submit |
miner |
register, poll, mine, earnings, deregister |
wallet |
balance, send, stake, backup, multisig-create |
auth |
login, logout, token, keys |
blockchain |
status, blocks, transaction, validators |
marketplace |
gpu list, gpu book, orders, reviews |
admin |
status, jobs, miners, audit-log |
config |
set, show, profiles, secrets |
monitor |
dashboard, metrics, alerts, webhooks |
simulate |
workflow, load-test, scenario |
Client Workflow
aitbc wallet balance # check funds
aitbc client submit --prompt "What is AI?" # submit job
aitbc client status --job-id <JOB_ID> # check progress
aitbc client download --job-id <JOB_ID> --output ./ # get results
Miner Workflow
aitbc miner register --name gpu-1 --gpu a100 --count 4
aitbc miner poll # start accepting jobs
aitbc wallet balance # check earnings
Advanced AI Agent Workflows
# Create and execute advanced AI agents
aitbc agent create --name "MultiModal Agent" --workflow-file workflow.json --verification full
aitbc agent execute agent_123 --inputs inputs.json --verification zero-knowledge
# Multi-modal processing
aitbc multimodal agent create --name "Vision-Language Agent" --modalities text,image --gpu-acceleration
aitbc multimodal process agent_123 --text "Describe this image" --image photo.jpg
# Autonomous optimization
aitbc optimize self-opt enable agent_123 --mode auto-tune --scope full
aitbc optimize predict agent_123 --horizon 24h --resources gpu,memory
Agent Collaboration & Learning
# Create collaborative agent networks
aitbc agent network create --name "Research Team" --agents agent1,agent2,agent3
aitbc agent network execute network_123 --task research_task.json
# Adaptive learning
aitbc agent learning enable agent_123 --mode reinforcement --learning-rate 0.001
aitbc agent learning train agent_123 --feedback feedback.json --epochs 50
OpenClaw Edge Deployment
# Deploy to OpenClaw network
aitbc openclaw deploy agent_123 --region us-west --instances 3 --auto-scale
aitbc openclaw edge deploy agent_123 --locations "us-west,eu-central" --strategy latency
# Monitor and optimize
aitbc openclaw monitor deployment_123 --metrics latency,cost --real-time
aitbc openclaw optimize deployment_123 --objective cost
Advanced Marketplace Operations
# Advanced NFT model operations
aitbc marketplace advanced models list --nft-version 2.0 --category multimodal
aitbc marketplace advanced mint --model-file model.pkl --metadata metadata.json --royalty 5.0
# Analytics and trading
aitbc marketplace advanced analytics --period 30d --metrics volume,trends
aitbc marketplace advanced trading execute --strategy arbitrage --budget 5000
Swarm Intelligence
# Join swarm for collective optimization
aitbc swarm join --role load-balancer --capability resource-optimization
aitbc swarm coordinate --task network-optimization --collaborators 10
Configuration
Config file: ~/.aitbc/config.yaml
coordinator_url: http://localhost:8000
api_key: your-api-key
output_format: table
log_level: INFO
Troubleshooting
| Problem | Fix |
|---|---|
| Auth error | export AITBC_API_KEY=your-key or aitbc auth login |
| Connection refused | Check coordinator: curl http://localhost:8000/v1/health |
| Unknown command | Update CLI: pip install -e . from monorepo root |
| Agent command not found | Ensure advanced agent commands are installed: pip install -e . |
| Multi-modal processing error | Check GPU availability: nvidia-smi |
| OpenClaw deployment failed | Verify OpenClaw credentials and region access |
| Marketplace NFT error | Check model file format and metadata structure |
Advanced Agent Documentation
See docs/11_agents/ for detailed guides:
- Advanced AI Agents - Multi-modal and adaptive agents
- Agent Collaboration - Networks and learning
- OpenClaw Integration - Edge deployment
- Swarm Intelligence - Collective optimization
Full Reference
See 5_reference/1_cli-reference.md for all 90+ commands with detailed options.