Skip to main content

Changelog

2026-02-20 -- Federated Analytics​

  • Federated analytics endpoints: Run descriptive stats, t-tests, ANOVA, and chi-square tests across federated data without centralizing it.
  • Privacy budget tracking: Track cumulative epsilon spend per federation with history and cost estimation.
  • Compositional DP accounting: Automatic privacy budget composition across multiple analytics queries.

2026-02-10 -- Experiments & A/B Testing​

  • Experiment framework: A/B test model versions with controlled traffic splits and device group targeting.
  • Statistical analysis: Built-in significance testing for experiment results.
  • Experiment analytics API: Retrieve per-variant metrics programmatically.

2026-01-28 -- Advanced Aggregation Strategies​

  • Krum and Multi-Krum: Byzantine-robust aggregation for adversarial environments.
  • FedMedian and FedTrimmedAvg: Outlier-resistant aggregation without specifying attacker count.
  • SCAFFOLD: Variance reduction with control variates for non-IID data.

2026-01-15 -- Compliance Presets​

  • HIPAA, GDPR, PCI, SOC 2 presets: One-command compliance configuration via octomil init --compliance <preset>.
  • Immutable audit logs: Configurable retention (up to 6 years for HIPAA).
  • Compliance reports: octomil org compliance-report --format pdf.

2026-01-05 -- Model Rollouts​

  • Progressive rollouts: Canary deployments with configurable percentage ramps.
  • Automatic rollback: Rollback on error rate thresholds.
  • Device group targeting: Roll out to specific device groups before fleet-wide deployment.

2025-12-18 -- Secure Aggregation​

  • Secure aggregation: Server cannot inspect individual client updates. Configurable reconstruction threshold.
  • Differential privacy: Gradient clipping and calibrated noise injection with configurable epsilon/delta.

2025-12-01 -- Platform Launch​

  • Control plane: FastAPI server with device management, model registry, and training round orchestration.
  • Python, iOS, Android SDKs: On-device training and inference.
  • Dashboard: Device fleet monitoring, model versions, deployment management.
  • FedAvg, FedProx, FedOpt, FedAdam: Core aggregation strategies.