Production Triage
Architecture, risk, and next-step clarity.
Consulting and fractional engineering
Alongside GreenRoom, I help a small number of teams reduce launch risk in production AI and data systems.
A focused first engagement
Find the highest-risk issues before committing to a larger build.
You receive an architecture review, prioritized risk map, remediation plan, and a 45-minute technical walkthrough.
The fee is credited toward a qualifying implementation sprint started within 30 days.
Start with triage See a sample triage report What I look for in a triageStart with the smallest engagement that can reduce uncertainty.
Architecture, risk, and next-step clarity.
Deeper system review with implementation-ready recommendations.
Hands-on delivery against a bounded production outcome.
Ongoing senior ownership without a full-time hire.
Bring me in when a client engagement needs applied AI, data architecture, or backend depth your core team cannot spare.
A read-only repository invite and one architecture conversation are enough to start. I work inside your infrastructure, credentials stay in your secrets manager, and access is revoked when the engagement ends.
Yes. A mutual NDA is standard before any code or data access.
Then you receive documented evidence that the system is sound: a verified architecture snapshot, confirmed strengths, and a ranked list of minor items. A clear recommendation to proceed as planned is a valid and useful outcome.
The full triage fee is credited toward any implementation sprint that starts within 30 days of the walkthrough call.
Fully remote on US Eastern time, with working overlap for US and European teams. Communication runs through your existing channels.
You do. Reports, code, and documentation produced during an engagement belong to you under work-for-hire terms.
Python, FastAPI, PostgreSQL, TypeScript and Next.js, Kafka, Snowflake, Redis, and AWS. I work in your stack rather than imposing mine. The triage examines what exists.
Start with the current state
Send the problem, timeline, and desired outcome. I will respond with the most useful next step.