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Architecture Brief

The 6-page brief for security, platform, and procurement.

A focused, technical document for teams evaluating Denpex for production use. Sent under NDA, signed electronically. We respond within one business day.

What's inside

1. Diagnosis engine

1,400+ hand-tuned regex signatures (1,423 failure types) plus IDF-weighted retrieval (with error-signature anchoring) over 3500+ documented failure classes, returning ranked candidates with an evidence trail and an AI fallback for novel errors. Retrieval is benchmarked against real failure logs with a CI regression gate.

2. Agent & data flow

Single-file, stdlib-only Python agent. Heartbeats every 30 s, ships last 500 log lines on non-zero exit. PII/PHI masking runs client-side, before egress.

3. Security & compliance

TLS 1.3 in transit, AES-256 at rest. SOC 2 Type II in progress, GDPR DPA, HIPAA BAA on Data Center. Sub-processor list and shared-responsibility matrix on the Trust Center.

4. Deployment options

Cloud (default), single-tenant on AWS / Azure / GCP, or fully air-gapped on your hardware on Data Center. White-label / OEM available for GPU clouds.

5. Data residency & retention

EU region on Data Center. Free/Team: logs deleted after diagnosis. Scale+: in-VPC option with no log egress. BYOK encryption on Data Center.

6. Reference customers

Design-partner reference customers available under NDA. Typical outcomes: time-to-fix 4× → 12 seconds, GPU waste −35% on a 256-GPU fleet.

Request the brief

We'll send the PDF and follow up within one business day. Tick "Send under NDA" if you need it countersigned.

We respond within one business day. The brief is sent under NDA by default.