3Ai platform engineering one-pager

Selected relevant experience

01

Pain point: New model-backed services need consistent packaging, deployment, observability, and ownership before customer traffic arrives.
How I tend to approach it: Define a launch template with service scaffolding, deploy gates, SLO defaults, dashboards, and runbook prompts.
Useful result: Teams can move from prototype to operated service without rebuilding platform decisions each time.

02

Pain point: Model and prompt changes can ship through unclear approval paths, making quality regressions harder to catch.
How I tend to approach it: Create a release workflow that ties eval results, artifact versions, rollout controls, and incident signals together.
Useful result: Product teams get faster iteration with a clearer line between experiment, staged rollout, and production change.

03

Pain point: Inference cost and capacity can drift as usage patterns, providers, and model choices evolve.
How I tend to approach it: Expose unit-cost reporting, workload tagging, autoscaling defaults, and provider-aware runtime options.
Useful result: Engineering can discuss performance, quality, and margin using shared operational data.

You have 4 to 25 engineers.
Your backend or product engineers are spending noticeable time on infra or deployment issues.
You are not ready to hire a full-time platform engineer.
You need someone senior enough to diagnose, prioritize, and implement.
You want pragmatic execution, not an abstract DevOps transformation.

1 to 2 weeks

Review CI/CD, infrastructure, environments, observability, security basics, and cloud cost.

Output: Prioritized findings and a practical 30-day plan.

1 to 2 days/week

Own and execute the highest-leverage platform improvements while keeping the team focused on product.

Output: Steady implementation without adding a full-time hire.

Fixed scope

Examples: deployment pipeline cleanup, Terraform environment setup, observability baseline, cloud cost review.

Output: A contained platform improvement with clear ownership and finish criteria.