Cloud engineering and architecture
Design and improve AWS, cloud-native, and hybrid infrastructure with clear boundaries, cost awareness, and delivery plans.
Consulting
Cloud, DevOps, infrastructure automation, and AI integration consulting
Senior hands-on consulting for teams that need reliable cloud infrastructure, practical automation, stronger delivery systems, and production-ready AI integration.
Service areas
Practical engineering help for cloud platforms, automation, and AI adoption
The work can start with a concrete delivery problem or a broader platform review. The common thread is pragmatic implementation: fewer handoffs, better operating habits, and clearer infrastructure decisions.
DevOps, CI/CD, and GitOps
Harden build pipelines, release workflows, deployment safety, environment promotion, and GitOps operating models.
Kubernetes and platform engineering
Improve clusters, workloads, platform services, developer experience, runtime controls, and operational reliability.
Infrastructure as Code and automation
Build maintainable Terraform, automation scripts, provisioning flows, policy checks, and repeatable environment setup.
Observability and reliability
Make systems easier to operate with useful metrics, logs, traces, runbooks, incident readiness, and practical SLO thinking.
AI integration and agent readiness
Integrate AI tools into engineering workflows with guardrails, evaluation, infrastructure context, and safe adoption paths.
Engagement formats
Flexible support for freelance and contract work
SameBits can help as a hands-on implementer, technical advisor, or fractional platform engineer depending on the project stage and team capacity.
Freelance delivery
Hands-on implementation for focused cloud, DevOps, automation, or AI integration work.
Contract consulting
Short or medium-term senior support for teams that need technical direction and execution.
Architecture review
Independent review of platform design, cloud tradeoffs, delivery risks, and implementation sequencing.
Implementation sprint
A time-boxed push to unblock pipelines, infrastructure automation, Kubernetes work, or AI workflow adoption.
Fractional platform support
Ongoing senior platform engineering help without hiring a full-time specialist.
Delivery workflow
From unclear infrastructure pain to shipped improvements
Good consulting should leave more than advice. The goal is to ship useful changes, reduce operational drag, and leave the team with clear next steps.
1
Diagnose
Clarify the project goal, current bottlenecks, infrastructure state, delivery risks, and team constraints.
2
Prioritize
Separate urgent implementation work from architecture decisions, cleanup, and long-term platform improvements.
3
Implement
Ship the highest-leverage changes in infrastructure, automation, CI/CD, observability, or AI workflows.
4
Automate
Turn repeated manual work into reliable scripts, pipelines, checks, templates, or platform workflows.
5
Hand over
Document the decisions, tradeoffs, runbooks, and operating model so the team can keep moving.
Specialized depth
Broader consulting backed by focused service expertise
If your project starts broad, it can still connect into deeper SameBits work around agent readiness, platform reliability, architecture, and AI-accelerated delivery.
AI Infrastructure Agent Readiness
Evaluate AI SRE, Kubernetes, and DevOps agents before production access.
DevOps & Platform Engineering
Platform reliability, GitOps, CI/CD, and observability services.
Architecture & Cloud Advisory
Pragmatic architecture, cost-aware systems, and delivery planning.
AI-accelerated Development
Integrate AI tooling into engineering workflows without losing quality.
Need senior cloud, DevOps, or AI integration help?
Bring the infrastructure problem, delivery bottleneck, automation idea, or AI workflow you want to make production-ready.