Roadmap

Shipped (Phases 1–5)

• Phase 1: Denpex Lite (Python stdlib wrapper).
• Phase 2: Denpex Enterprise Agent + GPU Collector shells.
• Phase 3: Fabric + Storage collectors + SDK.
• Phase 4: Control plane (causality, rules, predictions).
• Phase 5: Remediation state machine (simulated).

In Flight (Phases 6–14, completed as part of this roll-out)

• Phase 6: Real FFI (NVML/DCGM/CUPTI/FM).
• Phase 7: eBPF programs.
• Phase 8: Real fabric + storage collectors.
• Phase 9: Training SDK depth.
• Phase 10: Control-plane depth (confidence + RAG + prediction).
• Phase 11: Enterprise plane (auth/RBAC/audit/KMS).
• Phase 12: Data platform.
• Phase 13: Scheduler/runtime integrations.
• Phase 14: Gray failure + per-layer anomaly engine.

In Flight (Phases 15–23)

• Phase 15: Remediation maturity (orchestrator + audit + preflight/postflight + real K8s/SLURM via feature flag).
• Phase 16: Observability standards exporters + webhooks.
• Phase 17: Documentation set (this document set).
• Phase 18: Cross-language SDKs (Go, Rust, TS, Java).
• Phase 19: Proof assets (benchmarks + case studies).
• Phase 20: Operator + Terraform + Helm umbrella.
• Phase 21: Air-gapped bundle.
• Phase 22: Pricing architecture.
• Phase 23: Positioning rewrite.

Targets

Defer / Won't Ship

• "Detect anything" — no; we publish capability matrix.
• "Real-time with no clock skew" — out of scope until PTP is ubiquitous; see docs/data-pipeline-architecture.md.
• "Worldwide multi-region active-active with sub-100ms ingest in every region" — not available today. The SaaS control plane is single-region primary (WNAM) with globally-replicated reads (see docs/operations/SLA.md); worldwide active-active is on the roadmap and is available now only via a self-hosted / on-prem multi-region deployment, not as a SaaS tier entitlement.