Public roadmap

Pattern corpus over 3500+ failure classes with AI fallback for novel errors.

Single Python file, stdlib only, no root, no kernel module.

All alert channels live with severity mapping and quiet hours.

Thumbs-up feedback adds confirmed fixes to the team's private KB.

Public reference for every failure class Denpex diagnoses.

SOC 2 status, sub-processors, data flow, shared-responsibility matrix.

6-page PDF + sales follow-up, with NDA option.

Continue with GitHub on the login page.

Isolates the rank that stalled the collective when NCCL hangs.

Flags known-bad PyTorch, CUDA, cuDNN, and NCCL combinations.

Verifies the framework, toolkit, and library versions are a supported set.

Maps each NVIDIA Xid class to the right action: ISOLATE / RESET / REBOOT / RMA.

denpex preflight-cluster: rendezvous, fabric ring-bandwidth probe, IB port sanity, GPU/driver uniformity, ulimits and clock skew — before a run gang-schedules. NCCL-level all-to-all busbw is the next iteration.

Telemetry models cordon deteriorating nodes before the crash.

Detect → cordon → roll back → resume. Governed autonomous recovery.

Deep integration with pod evictions, node states, drain hooks, Ray actor lifecycle.

Point-in-time tokens/sec and MFU are live in the Goodput dashboard. Over-time regression detection, slow pipeline-stage localization, and fleet-wide straggler ranking are under active build.

Run the entire control plane in eu-west-1 with EU-only data residency.

Bring your own KMS keys for AES-256 at rest on Data Center.

Stream billing, team, and admin events to your SIEM.

Okta, Azure AD, Google, OneLogin, custom OIDC.

Anonymized, aggregated failure signatures pooled across fleets so you're warned about a failure class before it reaches your cluster. Gated on a published cross-tenant data-handling disclosure before any signal is shared.

Just-in-time provisioning and deprovisioning from your IdP.

pip install denpex · npm install @denpex/sdk.

Independent audit planned; report will be available under NDA on completion.