Eno Reyes describes forward-deployed engineering as a bridge between customer environments and the core product team, not a rebranded consulting service. The role studies how an organization builds software, identifies repeatable obstacles and feeds those lessons back into the product.
A central idea is the software factory: signals such as customer requests, bug reports and internal plans move through prioritization, implementation, validation and deployment. AI can automate more of that flowWorkflow automation uses software or AI to complete a connected sequence of routine steps with less manual effort., but only when teams build reliable feedback loopsAn AI feedback loop occurs when AI outputs or their consequences become inputs that influence later model or agent behavior., preserve governanceGovernance is the system of rules, responsibilities and oversight that guides how an organization or society makes and enforces decisions. and connect the work to measurable business outcomes.
Eno Reyes argues that agent readiness depends on deterministic checksDeterministic software verification checks an output with a repeatable procedure that produces the same result for the same inputs and state. such as tests, type checks, security scans and other validation signals. Forward-deployed engineers help teams redesign workflows around those checks, prepare bounded tasks for long-running agents and teach engineers to manage systems that build software rather than manually directing every change.
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