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A forward deployed engineer (FDE) is a senior engineer who embeds directly inside your team, learns how your business actually works, and ships the first working solution in your real environment — not a slide deck or a proof-of-concept that dies in a demo. The model pairs product-grade engineering with on-the-ground context, so what gets built solves the problem you actually have.

Agentic context engineering — building the infrastructure that captures, distills, and routes your business knowledge to the right agent at the right moment — is the real moat in agentic operations. The model is a commodity. Every company will have access to the same frontier models, the same orchestration frameworks, the same agent toolkits. What they will not have is your organization's accumulated context: the decisions made in Tuesday's client call, the constraint surfaced in an internal chat, the process refinement your team discovered two quarters ago.

There's a moment that repeats itself in engineering orgs of every size. A page that felt instant in development crawls in production. Someone opens the profiler, finds a slow query or a janky scroll, and ships a fix. A few weeks later, a different page does the same thing. Then another. The team starts to talk about performance the way you'd talk about weather — something that happens to you, that you can never quite get ahead of.

A new model dropped this morning. By the time you read this, there is probably another one. Somewhere in your engineering org, a smart, well-intentioned developer has already swapped it into their workflow because the launch thread looked impressive and the demo was undeniable.

That is the problem.