Applied AI / Forward Deployed Engineer · Round-by-Round Playbook · Lesson 1 of 4
The decomposition round (Palantir-style)
The signature FDE round — invented at Palantir, now copied across the industry — hands you a vague, often non-technical problem ('design technology to help low-vision elderly people cook,' 'reduce a city's 911 response times') and watches how you think for 45–60 minutes. Candidate reports consistently call it the biggest filter in FDE loops, and the #1 rejection is the same everywhere: jumping to a solution.
The drill (narrate every step)
- Clarify + scope: who is this for, what does success mean numerically, what's explicitly out of scope?
- Users & stakeholders: who uses it daily, who sponsors it, who can block it? (The elderly-cooking question is scored on user empathy, not tech.)
- Map the data & constraints: what data exists, how dirty is it, where does it live, what can't change?
- Decompose into subproblems sequenced by risk × value — find the natural seams and say why you'd attack them in that order.
- Walking skeleton: propose the thinnest end-to-end slice that proves value in week one — then iterate.
- Failure modes + measurement: where will it break, and how will you know? Volunteer this unprompted.
- Narrate continuously — interviewers read silence as stuck. Think out loud even while you're structuring.
- Expect injected constraints mid-round ('now assume half the users have no smartphone'). Treat them as gifts: restate, adapt one component, keep moving.
- State explicit assumptions with numbers ('let's say 200 dispatchers, 5k calls/day') instead of waiting for permission.
Practice set — drill these coldCut a city's 911 response times (call + traffic + ambulance-GPS data) · reroute shipments for a logistics firm (SAP + weather APIs + 400 warehouse managers on different systems) · unify fraud detection across three acquired banks' inconsistent systems · 'our ops team doesn't trust the dashboard' · tech to help low-vision elderly cook. Two minutes of structure before any solution, every time.
◆ Lock it in
- The decomposition drill: clarify/scope → users & stakeholders → data & constraints → decompose by risk×value → walking skeleton → failure modes + measurement.
- Narrate continuously; treat injected constraints as gifts; state numeric assumptions.
- Empathy for the end user is scored as heavily as technical structure.
Feynman drill — say it out loudTake '911 response times' and run the full six-step decomposition out loud in three minutes.
Step 1 rate your confidence · Step 2 pick your answer
Ninety seconds into a decomposition round you already have a great architecture idea. What should you do?
Step 1 — how sure are you?