Agent Skills
Autonomous agents that execute ML4T workflow tasks with built-in guardrails against data leakage and lookahead bias.
Concepts
Foundational pitfalls and principles
ml4t-backtest-overfitting
Register to view details
ml4t-data-leakage
Register to view details
ml4t-information-coefficient
Register to view details
ml4t-lookahead-bias
Register to view details
ml4t-non-stationarity
Register to view details
ml4t-point-in-time
Register to view details
ml4t-regime-awareness
Register to view details
ml4t-strategy-term-sheet
Register to view details
ml4t-survivorship-bias
Register to view details
ml4t-systematic-edge
Register to view details
ml4t-transaction-costs
Register to view details
Data Acquisition
Acquiring and validating market and alternative data
ml4t-build-bars
Register to view details
ml4t-calendar-ops
Register to view details
ml4t-continuous-futures
Register to view details
ml4t-data-export
Register to view details
ml4t-define-universe
Register to view details
ml4t-fetch-data
Register to view details
ml4t-synthetic-data
Register to view details
ml4t-validate-data
Register to view details
Feature Engineering
Computing features with point-in-time discipline
ml4t-compute-features
Register to view details
ml4t-feature-families
Register to view details
ml4t-feature-selection
Register to view details
ml4t-feature-store
Register to view details
ml4t-feature-validation
Register to view details
ml4t-horizon-design
Register to view details
ml4t-latent-factors
Register to view details
ml4t-meta-labels
Register to view details
ml4t-microstructure-features
Register to view details
ml4t-regime-features
Register to view details
ml4t-text-features
Register to view details
ml4t-triple-barrier
Register to view details
Evaluation & Validation
Cross-validation, factor evaluation, and statistical testing
ml4t-cpcv
Register to view details
ml4t-deflated-sharpe
Register to view details
ml4t-drift-detection
Register to view details
ml4t-evaluate-factor
Register to view details
ml4t-purging-embargo
Register to view details
ml4t-shap-analysis
Register to view details
ml4t-stationarity-tests
Register to view details
ml4t-walk-forward-cv
Register to view details
Backtesting
Strategy simulation with realistic execution
ml4t-cost-model
Register to view details
ml4t-regime-backtest
Register to view details
ml4t-run-backtest
Register to view details
ml4t-sensitivity-analysis
Register to view details
ml4t-tearsheet
Register to view details
ml4t-vectorized-backtest
Register to view details
Portfolio Management
Position sizing, risk metrics, and allocation
ml4t-exposure-analysis
Register to view details
ml4t-kill-switch
Register to view details
ml4t-portfolio-optimize
Register to view details
ml4t-position-sizing
Register to view details
ml4t-risk-metrics
Register to view details
ml4t-stress-test
Register to view details
Infrastructure
Schemas, registries, and data patterns
ml4t-canonical-schema
Register to view details
ml4t-case-study-pipeline
Register to view details
ml4t-polars-patterns
Register to view details
ml4t-registry-system
Register to view details
Workflows
End-to-end research and development processes
ml4t-case-study-development
Register to view details
ml4t-factor-research
Register to view details
ml4t-model-validation
Register to view details
ml4t-production-readiness
Register to view details
ml4t-strategy-workflow
Register to view details
Production
Live trading, MLOps, and monitoring
ml4t-live-trading
Register to view details
ml4t-mlops-pipeline
Register to view details
ml4t-model-governance
Register to view details
ml4t-monitoring-alerting
Register to view details
Advanced AI
Deep learning, RL, RAG, and agent orchestration
ml4t-agent-orchestration
Register to view details
ml4t-agent-risk-controls
Register to view details
ml4t-dl-time-series
Register to view details
ml4t-knowledge-graphs
Register to view details
ml4t-rag-financial-research
Register to view details
ml4t-rl-execution
Register to view details
Register to Explore Skills
Create a free account to view full skill details, guardrails, and access the Agent Lab.
Create Free AccountAlready have an account? Sign in
See Skills in Action
Try our live forecasting agent in the Agent Lab to see how these skills work together.
Open Agent Lab