> expertise
Complex AI systems,
made operable.
From agent behavior and MCP contracts to recovery, observability, and production deployment.
AI Systems Engineering
Most engagements start here
End-to-end systems where models, product state, tools, and human decisions work together reliably.
- ~ Agent runtimes and durable workflows
- ~ Tool use, review gates, and recovery
- ~ Structured outputs and evaluation
- ~ State, memory, queues, and scheduling
- ~ Web and mobile product surfaces
- ~ Production deployment and observability
MCP & Product Integrations
Make real product capabilities safely available to agents, assistants, and automation.
- ~ MCP servers and agent kits
- ~ Typed tool and resource contracts
- ~ Authentication and authorization
- ~ REST, GraphQL, webhooks, and events
- ~ Idempotency and retry semantics
- ~ Developer onboarding and documentation
Production Hardening
Turn a promising AI prototype into a system that can be operated, recovered, and trusted.
- ~ Lifecycle and failure-mode review
- ~ Queue, lease, and retry hardening
- ~ Billing and usage invariants
- ~ Observability and operational tooling
- ~ Migration and release rehearsal
- ~ Security and data-boundary review
Architecture & Technical Review
A bounded, evidence-led review when the difficult part is deciding what the system should become.
- ~ Architecture and implementation review
- ~ Cross-stack risk tracing
- ~ Build-versus-buy decisions
- ~ AI and infrastructure cost boundaries
- ~ Security and privacy analysis
- ~ Concrete remediation roadmap
How I work
System Map
Clarify the product outcome, state, actors, tools, constraints, and failure modes.
Bounded Plan
Define scope, proof, responsibilities, budget, and stop conditions.
Vertical Slice
Ship the smallest complete path through real product and infrastructure.
Production Proof
Test recovery, observability, security, deployment, and handoff.
Frequently Asked Questions
When should we work together?
When an AI product crosses several seams at once: agents, application state, integrations, background work, billing, security, and deployment.
Can you review an existing system before building?
Yes. A bounded architecture and production-readiness review is often the right first engagement.
Can you work with my existing team?
Yes. I can own a difficult vertical slice, pair with senior engineers, or provide architecture and production guidance.
Which stack do you use?
I work across TypeScript, React, React Native, Elixir, Rust, Postgres, Cloudflare, containers, and the stack already carrying your product.
Have a difficult system?
Bring the architecture, the failure mode, or the ambitious product.