DevOps & AI Engineering — as a Service

A DevOps partner that won't page you at 3am.

Reproducible infra, real observability, drilled recovery — then agent-native AI workloads on top, under the same gates and audit trail.

IaC First

Terraform from
day one

SLO-driven

Real observability,
not vibes

Agent-Ready

RAG + agents under
the same gates

Where we plug in

Your DevOps team — then the AI on top.

Infrastructure as Code

We codify your environments in Terraform — reproducible from scratch, diffable in PRs, owned in Git.

CI/CD & GitOps

We build the promotion path across your envs and tenants — PR-driven, signed, rollback-safe.

Observability & SRE

We instrument your stack with Prometheus + Grafana + Loki — logs, metrics, traces, real SLOs.

AI Engineering

We design, build, and operate your agents, RAG, and context graphs — under the same gates as everything else.

DevOps Services

What we deliver.

Infra as Code

Terraform modules, remote state, drift detection.

Containerization

Docker, multi-arch builds, distroless images.

GitOps

Env + tenant management, reconciled from Git.

CI/CD Pipelines

GitHub Actions, GitLab CI — fast and reliable.

Rollback & Recovery

Blue/green, canary, atomic deploys.

Observability

Prometheus + Grafana + Loki, SLO-driven.

Disaster Recovery

Runbooks, RPO/RTO targets, drilled quarterly.

Automated Testing

Cucumber BDD, integration, contract tests.

Tech we work with

Battle-tested tooling.

IaC & Containers
TerraformDockerKubernetesHelmAWSGCPAzure
CI/CD & GitOps
GitHub ActionsGitLab CIArgoCDFlux
Metrics, Logs, Traces
PrometheusGrafanaLokiTempoOpenTelemetry
Test & Verify
CucumberPlaywrightk6Trivy
Ongoing: Optimize & Harden

We don't ship and disappear.

Scaling Strategies

Horizontal pod autoscaling, queue back-pressure, read replicas, CDN edge caching.

HPA / VPAKEDAKarpenterCloudflare

Performance Optimization

DB query plans, hot-path tracing, cold-start tuning, asset budgets — measured against SLOs.

PyroscopeOpenTelemetryk6pgBadger

Cost Optimization

Right-sizing, spot/preemptible workloads, idle-cleanup automation, FinOps dashboards.

OpenCostKubecostKarpenterCost Explorer

Security & Compliance

SBOM + image scanning, secret management, OWASP gates, SOC 2 / HIPAA-ready controls.

TrivyVaultOPA / GatekeeperFalco
AI Engineering Services

Agent-native AI, production-shaped.

AI Integration Patterns

LLM calls behind feature flags, fallback chains, cost-aware routing, response caching — production-shaped from day one.

AI Workflow Patterns

Plan-then-execute, tool-call graphs, human-in-the-loop gates, replayable runs with audit trails.

Agent Development

Custom agents with harnessed tool use, scoped permissions, deterministic eval suites, and observable execution.

Memory & Context Graph

Short-term scratchpads, long-term semantic memory, graph-based context retrieval — for agents and applications.

Agent & RAG — how we build it

The stack, all the way down.

Agent Harness

Tool-use loops with scoped permissions, deterministic replay, and structured tracing.

Tool SchemasEval Suite

Orchestration

Stateful, branching, human-gated agent graphs in production.

LangGraphCrewAI

RAG Buildout

Ingestion → chunking → embeddings → retrieval → reranking — measured end to end.

Vector DBsHybrid Search

Context Graphs

Graph-backed memory for agents and apps — entity-linked, traversable, persistent.

Knowledge GraphsEntity Memory

Custom Agents

Bespoke agents wired to your tools, your APIs, your RBAC — not off-the-shelf chatbots.

Domain-TunedPolicy-Gated

Eval & Observability

Offline eval sets, online drift monitoring, cost + latency dashboards.

LLM-as-JudgeTracing

Let's wire up your next environment.

DevOps as a service, with AI engineering on the same gates. We embed, ship, and stay.

Embedded engagements Audit trail by default We don't page you at 3am