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Start an Engineering Conversation

Al Marfa works with engineering leadership on the harnesses, review models, and architecture decisions that let AI agents do real work in a system.

How This Works

What happens next

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We review each note directly.
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The first conversation focuses on understanding where agents fit in your system and what is holding them back.
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We will discuss whether a built harness, a review setup, or advisory is the right fit.

Who it's for

These conversations suit engineering leaders working through agent adoption, review and evaluation, modernization, or platform architecture. They are not a fit for immediate pricing requests, tool evaluations, or vendor comparisons.

Get In Touch

Direct email

Reach out directly with a brief description of where agents are, or should be, doing work in your system, and we will take it from there.

hello@almarfa.co

Useful context

What are the agents working on today, and who checks their output?
What scale, codebase, or content volume is shaping the decision?
What would a useful first conversation help you decide next?