Tell me what you are trying to ship.
Best fit for RAG + ML systems, architecture reviews, and automation work that needs to hold up in production. If you already know the goal, the data, or the constraint, you have enough to reach out.
RAG + ML delivery
New builds, thin-slice prototypes, and scoped production systems.
Architecture reviews
Reliability, retrieval quality, cost, latency, and rollout risk.
Fast decisions
Short calls or async briefs both work if the problem is already clear enough.
Fastest way to get a useful reply
- Describe the outcome you want, not just the tool you want to use.
- Mention the data, systems, or constraints that make the problem real.
- Include timing if there is a real decision deadline.
- Links to docs, repos, or screenshots help a lot.
Response expectations
I usually reply within one to two business days. Remote worldwide. If something is urgent, say why and when the decision needs to happen.
Prefer async? Send a short brief and I'll tell you what I would do first, what I would de-risk, and whether the scope makes sense before you commit to a bigger build.
Send a message
What helps me reply fast
- →The outcome you want and who the system is for
- →The data sources, tools, or systems already in play
- →The biggest risk, bottleneck, or failure mode you are seeing
- →Timing, budget guardrails, or any decision deadline
Current availability
I'm currently accepting new consulting and build engagements.