Three pillars for production AI infrastructure.
We engage at the intersection of MLOps, DevSecOps, and SRE — where models meet platform, and platform meets production. Pick one pillar, mix two, or wire all three end-to-end.
MLOps Platform Engineering
Production GPU Kubernetes, model serving, lifecycle automation, and ML observability for teams shipping AI to production.
Two-week diagnostic with line-item findings and a prioritized remediation plan.
Book audit →KServe + Knative + Istio serverless serving with MLflow registry, drift monitoring, and Kubeflow retraining.
Discuss scope →Langfuse + Prometheus tracing for prompt quality, token economics, and inference SLOs.
Discuss scope →Champion / challenger promotion, baked artifact images, canary rollouts on drift threshold breach.
Discuss scope →DevSecOps & Supply-Chain Security
CI/CD platform engineering, supply-chain security, privileged access, and Zero Trust IAM — security gates from commit to production.
Jenkins → GitHub Actions / Bitbucket / Azure DevOps with reusable workflow libraries and OIDC-federated runners.
Discuss scope →SBOM generation, image signing (Cosign / Notary v2), SAST / DAST / SCA gates, dependency scanning.
Discuss scope →Pod Security Standards, OPA Gatekeeper, NetworkPolicies, Workload Identity, image-signature verification.
Discuss scope →CyberArk, Vault, Venafi, BeyondTrust integration. Eliminate standing privileged access on the fleet.
Discuss scope →SOC 2 Type II, NIST 800-53, HiTrust, CIS Benchmark — gap analysis and remediation.
Discuss scope →SRE & Cloud Reliability
Multi-cloud Kubernetes, GitOps delivery, observability platforms, SLO programs, and vulnerability management at fleet scale.
EKS / AKS with Terraform IaC, GitOps via Argo CD or Flux, service mesh, autoscaling.
Discuss scope →PLG (Prometheus / Loki / Grafana) with Thanos for long-term retention. Or Datadog / Splunk integration.
Discuss scope →Define SLIs / SLOs / error budgets, instrument them, and set up review cadence and alerting policy.
Discuss scope →Automated multi-zone / multi-region failover with rehearsed runbooks and observability for cutover.
Discuss scope →Patch lifecycle automation across 5,000–50,000+ servers — Qualys / SCCM / ServiceNow / Rapid7.
Discuss scope →Three engagement models
2 weeks, fixed price. Diagnostic + remediation plan + executive summary.
- · GPU FinOps Audit
- · Compliance Gap Analysis
- · Zero Trust K8s Review
6–16 weeks, milestone-based. We build, you operate. Full handover.
- · MLOps Stack Build-out
- · CI/CD Modernization
- · Observability Platform
Fractional senior engineer / architect on a monthly retainer. Pair with your team.
- · Platform Engineering Coach
- · On-call SRE Reviewer
- · Quarterly Architecture Review
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