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For Forward Deployed Engineers

FDE interviews are nothing like SWE interviews. Stop prepping like they are.

Drop in any FDE job description. Laoh generates the full three-round interview tailored to that company, then grades you the way real FDE recruiters do.

Tailored for engineers targeting OpenAI
127 engineers locked in

Watch what Laoh actually does.

Two operators who've built training and assessment infra at scale. Twice before. Different workforce categories. Now solving it for FDEs, the defining role of the AI era.

+ Built alongside FDE hiring leads at frontier AI labs.

Pick the company. Laoh builds the loop.

Three rounds, three rubrics, all shaped by the company you're walking into, not a generic template.

01 round.technical

AI/ML System Design

// scenario: tailored to {your_target_company}

Design a production AI system from a fuzzy customer brief. Architecture, data, retrieval, evaluation. The interviewer pushes on every decision and asks what breaks at 100x.

// graded on
  • Scale
  • Robustness
  • Trade-offs
02 round.build

Code in your client's repo

// stack: tailored to {your_target_company}

Build inside a real codebase, paired with AI agents. Ship something the customer could actually deploy. Laoh flags every place you could have leaned on agents, skills, or MCP and didn't.

// graded on
  • Prompt quality
  • Context engineering
  • MCP usage
  • Agent leverage
03 round.behavioral

Pitch to your non-technical client

// client persona: tailored to {your_target_company}

Live video roleplay with an AI client. Defend your decisions. Handle pushback. Tell the story. Laoh corrects you in real time when you bury the answer.

// graded on
  • STAR method
  • Answer-first structure
  • Clarity under pressure

You'll know exactly where you'd fail.

Every round produces a numbered scorecard against the actual evaluation dimensions FDE recruiters use. No vibes. No "you did great!". Just the gaps.

// Round 02 · Coding with AI tailored for Lovable
overall 62/100
Prompt quality
MEDIUM
Context engineering
NEEDS WORK
Agent leverage
STRONG
MCP usage
PARTIAL

Add file context up-front and specify acceptance criteria. The model is filling in defaults that may not match your intent. You skipped MCP integration on the database step where it would have saved 4 calls.

Generic prep tools won't get you in.

01

Tailored to your target company.

Not generic LeetCode. Not generic system design. The interview Laoh generates matches the actual loop that company runs.

02

Built with FDE hiring leads.

We work with the people who design these interviews at frontier AI labs. The rubric Laoh uses is theirs, not ours.

03

Real scorecards, not vibes.

Every round produces a numbered scorecard against the actual evaluation dimensions. You'll know exactly where you'd fail before they tell you.

Stop guessing what FDE interviews look like.
Practice the real thing.

Beta is opening in batches. Get on the list.

127 engineers locked in