AI agents in production: what changes after the demo
Shipping agent-based systems is less about clever prompts and more about boundaries, observability, evaluation, and failure modes.
Cloud, AI, and agentic systems built for scale, reliability, and real-world impact.

Services
Senior-level consulting across cloud, AI, and platform engineering. We help teams ship production-ready systems and run them with confidence.
Azure architecture, migrations, cost governance, and secure cloud foundations built for scale.
LLMs and agent-based systems designed for real workflows, with security, reliability, and monitoring baked in.
Agentic workflows for delivery and operations: CI/CD, migrations, observability, and repeatable engineering practices.
Guardrails that hold up under real constraints: identity, policy-as-code, audit readiness, and secure delivery practices.
Why Firstovers
We design and implement systems you can run in production, not just demo in a slide deck.
Budgets, security reviews, compliance, uptime, and team capacity all matter. We build accordingly.
Modern Azure services, pragmatic engineering practices, and agentic AI architectures that evolve with your needs.
Thoughts on cloud architecture, AI systems, agentic workflows, and building reliable platforms in a fast-moving technology landscape.
Shipping agent-based systems is less about clever prompts and more about boundaries, observability, evaluation, and failure modes.
The best cloud choice is rarely about feature parity; it’s about operating model, governance, skills, and constraints.
Reliability isn't a toolchain. It's a set of habits: clear ownership, measured SLOs, safe deployments, and fast feedback.
Let’s talk about your cloud, AI, or platform challenges — and design a solution that lasts.