Just read through 13 real Forward-Deployed Engineer job postings that I have access to and fed the JDs to Claude.
๐๐ฒ๐ฟ๐ฒ'๐ ๐ฎ ๐๐๐บ๐บ๐ฎ๐ฟ๐ ๐ผ๐ณ ๐๐ต๐ฎ๐ ๐๐ต๐ฒ๐'๐ฟ๐ฒ ๐น๐ผ๐ผ๐ธ๐ถ๐ป๐ด ๐ณ๐ผ๐ฟ:
1. ๐ฅ๐๐... but not just like, embedding text. Chunking, re-ranking, evals. Can you improve the retrieval quality and/or set up the initial pipeline?
2. ๐๐ด๐ฒ๐ป๐ ๐ฏ๐๐ถ๐น๐ฑ๐ฒ๐ฟ๐. Importantly - not a happy-path demo that falls apart or can be easily prompt-injected. What frustrates me is hearing that agents are "easy" to build. ๐๐ณ ๐๐ผ๐'๐ฟ๐ฒ ๐๐ฎ๐๐ถ๐ป๐ด ๐๐ต๐ฎ๐, I assume you've never built an agent that does anything remotely complex.
3. ๐ ๐๐ต๐ถ๐ฝ๐ฝ๐ฒ๐ฑ ๐๐ถ๐ฑ๐ฒ ๐ฝ๐ฟ๐ผ๐ท๐ฒ๐ฐ๐ ๐๐ถ๐๐ต ๐๐๐ฒ๐ฟ๐*. This surprised me in a really god way. The single most repeated phrase across all 13 postings. Side projects were actually welcome for most of the roles I looked at. Having a project was more common than any framework, language, or cloud provider.
๐ก๐ผ๐-๐๐ผ-๐ด๐ฟ๐ฒ๐ฎ๐-๐ฟ๐ฒ๐พ๐๐ถ๐ฟ๐ฒ๐บ๐ฒ๐ป๐๐
1. Almost every one of them is 5 days a week in office. Redwood City, DC, NYC, SF. ๐ก๐ผ๐ ๐ผ๐ป๐ฒ ๐ผ๐ณ๐ณ๐ฒ๐ฟ๐ฒ๐ฑ ๐ฟ๐ฒ๐บ๐ผ๐๐ฒ. ๐ง๐ต๐ฒ ๐ฝ๐ฎ๐ ๐ถ๐ ๐ฟ๐ถ๐ฑ๐ถ๐ฐ๐๐น๐ผ๐๐ ๐๐ต๐ผ๐๐ด๐ต. ๐ ๐ผ๐๐ ๐ต๐ผ๐๐ฒ๐ฟ๐ถ๐ป๐ด ๐ฎ๐ฟ๐ผ๐๐ป๐ฑ ๐ฎ๐ฌ๐ฌ๐+ ๐ณ๐ผ๐ฟ ๐๐ ๐ฟ๐ผ๐น๐ฒ๐. ๐๐พ๐๐ถ๐๐ ๐๐๐ฐ๐ธ๐ ๐ฏ๐๐ ๐๐ต๐ผ ๐ฐ๐ฎ๐ฟ๐ฒ๐?
2. One requires Pentagon-level clearance and US citizenship, no exceptions, for half the team.
3. ๐๐ถ๐๐๐๐ฟ๐ฏ๐ถ๐ป๐ด ๐ป๐๐บ๐ฏ๐ฒ๐ฟ ๐ผ๐ณ ๐ฐ๐ผ๐บ๐ฝ๐ฎ๐ป๐ถ๐ฒ๐ ๐๐ฎ๐ป๐๐ถ๐ป๐ด ๐ต๐ต๐ฒ. Not going to sugar-coat it: I no like. Dis bad. No good. Big pay with .1% equity != "owner"
If you're wondering what to learn in order to apply for FDE roles, I would focus a lot less on frameworks and much more on building workflows that incorporate RAG, vector databases, agents, evals and observability layers.