Cloud Architecture & DevOps.
Multi-region cloud infrastructure, CI/CD, and Kubernetes — provisioned as Terraform, observable by default, and cost-tuned so you ship confidently and pay less. We codify the infra, wire the CI/CD and observability, and tune the bill down without slowing releases.
What shows up in your repo.
Agent graph
Typed nodes, tool schemas, retry and fallback policy. Versioned like code.
agents/*.ts · dag.yamlEval harness
Golden sets, LLM-as-judge, regression runs on every PR.
evals/*.jsonl · ci.ymlObservability
Traces, token costs, hallucination rates, drift alarms. Wired to your stack.
otel · datadog · honeycombRunbook
What to do when a tool 500s, when latency spikes, when eval red-lines.
docs/runbook.mdIf we can't measure it, we don't ship it.
Every system lands with a golden dataset, LLM-as-judge graders, PII and jailbreak guards, and nightly regression runs in CI. You get a pass/fail number on every pull request.
Ten weeks — demos, not decks.
- w 01Discover4 interviews · trace 1 week of the target workflow · define success metric
- w 02Architectagent graph v0 · tool contracts · eval set v0
- w 03–05Ship v1live demo every Friday · first guarded prod use by w05
- w 06–08Hardenload, cost, drift, fallback · SRE review · runbook
- w 09–10Handoffin-house eng shadowing · on-call rotation · retro
- w 11+Operatewe stay on-call, tune prompts, update graders as the world changes
A pricing engine, rebuilt in six weeks.
One representative case. Read the full editorial walkthrough, including the deploy log and latency chart.
Rebuilding a pricing engine in six weeks.
Series C fintech · monolith → 4 services + gateway · 42 TB ledger migrated · zero downtime.
READ THE CASE →Six things finance + eng teams want answered.
Whichever is best for the job — Anthropic, OpenAI, Google, or open-weights on your infra. We write the graph so the model is a swappable dependency.
Only under your DPA and with your key-management. We run on your cloud account unless you explicitly ask us to host.
Eval harness runs nightly and on every PR. If a model update breaks a grader, we freeze and triage before rollout.
Yes — our router speaks the APIs your team already runs: Salesforce, Zendesk, Stripe, Snowflake, internal services. We write typed tool schemas.
A monthly retainer tied to eval runs + on-call. Typically 8–15% of the build fee, reviewed quarterly. No surprise hours.
You do, from day one. Repo is yours. We leave MIT-licensed helper libraries where we can reuse them across clients.