Roadmap

AXIOM Roadmap

Completed

• Core AXIOM platform
• First-boot admin flow
• Authentication
• Session timeout
• Model registry
• Dataset inspection
• Dataset cleaning
• Training planning
• Hardware detection
• Model-fit estimation
• Hugging Face integration
• SuperCompress
• Integration registry
• MCP foundation
• CLI expansion
• Project validation
• Configuration validation
• Diagnostics
• Release automation
• Release packaging
• GPG-signed releases
• Community documentation

AI Engineering

• Training execution
• Training job manager
• Training queue
• Experiment tracking
• Checkpoint management
• Resume/recovery
• Hyperparameter search
• Evaluation pipelines
• Benchmark runner
• Model comparison
• Regression testing
• Evaluation reports

Data Engineering

• Dataset versioning
• Dataset diffing
• Dataset deduplication
• Dataset quality scoring
• Dataset sampling
• Dataset augmentation
• Dataset lineage
• Data import/export tooling

Model Engineering

• Model download manager
• Model conversion
• Model compatibility matrix
• Model benchmarking
• Model version management
• Artifact management
• Quantization workflows
• Model optimization

Runtime

• Production model serving
• Streaming inference
• Request batching
• Request scheduling
• Runtime autoscaling
• Runtime health monitoring
• Runtime load testing
• Inference optimization
• Endpoint management

Observability

• Live telemetry
• Request tracing
• Token accounting
• GPU monitoring
• Training telemetry
• Runtime metrics
• Log search
• Performance profiling
• Metrics export

Security

• API authentication
• Secrets management
• Role-based access control
• Audit logging
• Security diagnostics
• Policy management
• Enterprise controls

Developer Platform

• Plugin SDK
• Python API
• CLI shell completion
• Remote training
• Multi-GPU orchestration
• Distributed training
• Distributed inference
• Agent orchestration
• Advanced MCP tooling
• Reproducible environments
• Deployment automation

Long-Term Vision

• Full AI experiment workspace
• End-to-end AI lifecycle management
• Collaborative AI engineering
• AI workload orchestration
• Enterprise AI deployment
• AXIOM plugin marketplace
• Hardware-aware automated optimization