Technical interview prep · quant · ML · research · June 2026

When the interviewer asks “why,” most candidates freeze.I did too.

Train for second-round interviews with adversarial prep that forces you to justify every step.

01 / The problem

You didn’t fail because the problem was hard.You failed because it wasn’t familiar.

One change—and your playbook breaks.You stall. You guess. Time runs out.

300 reps made you fast.None made you adaptable.

I built it because I needed it.

02 / The core interaction

You don’t just solve problems.You’re challenged on every step.

You state something. The examiner asks “why.”

If your reasoning breaks—you don’t move on.

This continues until your logic holds.

03 / How it works

Get tested first. Fix what breaks.

The standard pattern is study-then-test. We invert it. The mock goes first; the curriculum follows what it exposes.

01
Get stress-tested first

A 30-min mock opens the loop. No scaffolding. Pressure exposes what study hides.

02
See where you broke

Post-session review names the topics — and the layer — your reasoning broke on.

03
Go deeper on what’s weak

Examiner sends you to the layers you need to rebuild. Targeted, not blanket.

04
Repeat until mastery

Re-enter the mock. Watch the gaps close. Examiner decides when you’ve proven it.

Repeat until nothing breaks.

04 / The method

Define. Understand. Apply.

The examiner decides when each layer is proven. You don’t move on until it is.

01
DEF · Definition

Can you actually define it?

State it precisely. Then defend every word.

02
UND · Understanding

Can you explain why it works?

Explain why it works. Derive, don’t recall.

03
PRB · Problems

Can you reason through it under pressure?

Solve under pressure. Every step justified.

05 / Mock interview

Thirty minutes. Real pressure.

A timed session that mirrors the real interview. Debrief at the end names the topics your reasoning broke on.

Inside the product30:00
Pillar
Difficulty

Applied reasoning under time pressure.

Reserve early access

Live in June 2026. Your spot in the founding cohort starts the timer.

Sample state · Not your accountPillar · Analysis
Sample debrief · session endedPartial

Stated Bayes’ theorem cleanly. Computed the posterior. Broke at conditional independence — you assumed it rather than deriving it from the joint.

Where it broke
  • Conditional independence — derivation, not assertion
  • Prior sensitivity — quantifying how the answer shifts
Practice next
  • DEF
    Probability · Conditional probability
    State the definition cleanly · 2 problems
  • UND
    Probability · Conditional independence
    Derive from the joint distribution · 3 problems
  • UND
    Probability · Independence vs zero correlation
    Distinguish the two · 2 problems
  • PRB
    Probability · Posterior under prior shift
    2 problems · ~20 min
Sample state · Not your account2 gaps · 4 prescribed
06 / The difference

Why everything else fails.

When you get it wrong
Question banks

Shows you the correct solution. You read it and move on.

Zvsquared

Asks you why you got it wrong. You prove you understand the gap.

Who decides you're done
Question banks

You decide. You move on when you feel ready.

Zvsquared

The examiner decides. You move on when you've proven mastery.

What it rewards
Question banks

Pattern recognition. Recognise the type, recall the solution.

Zvsquared

First-principles reasoning. Derive under pressure, from nothing.

What breaks under pressure
Question banks

Memorized solutions collapse when one variable changes.

Zvsquared

Fundamentals hold. Variations don’t require new machinery.

The outcome
Question banks

You’ve seen a lot of problems. You freeze on the one you haven’t.

Zvsquared

You own the fundamentals. Variations stop surprising you.

07 / Common questions

Everything you might be wondering.

Candidates preparing for rigorous technical interviews — quant trading, ML, research, math grad school. Self-studiers who can recognise a problem but stall when it’s rotated 30°.

08 / Early access

Early access.

Limited cohort.

June 2026.

We email once, when it’s ready. No card. No spam.