Navigation
Four-Phase Agentic Framework
Phase 0: Foundation
CLI, tool registry, and data client establish the base system.
Phase 1: Glass Box
Plan preview before execution via BlueprintPanel.
Phase 2: Human-in-Loop
Pause/resume/cancel controls with execution inspector.
Phase 3: Progressive Disclosure
Expandable step details for complex workflows.
Phase 4: Multi-Modal Output
Visualizations, CSV export, and structured reports.
Proof-Driven Workflow (V6)
Write-Then-Verify
Exports and reports pair a write step with verification in lifecycle checks.
export_features -> verify_export
create_*_report -> report_templates.validate_report
run_full_lifecycle -> run_integration_test (design)
Anti-Hallucination Reports
Structured templates enforce consistent reporting fields.
create_analysis_report
create_model_report
create_monitoring_report
Test-and-Prove
Golden file comparisons validate outputs against expected baselines.
Version Progression
| Version | Focus |
|---|---|
| V1-V2 | Core data, features, analysis, and advanced feature engineering. |
| V3 | SHAP explainability, Optuna tuning, ensembles, walk-forward tests. |
| V4 | Drift detection, data quality, regime detection, alerting. |
| V5 | Parallelized CV, walk-forward, feature generation, tuning. |
| V6 | Synthesis workflow, deployment decisions, structured reports. |