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Browse independent practice aligned to xAI: coding, system design, and project practice. Practice progressive coding, concurrency, distributed systems, GPU-oriented reasoning, inference infrastructure, and system design for software and ML engineering roles.
Use these reports to choose what to rehearse, not to predict a fixed loop. Formats vary by role, team, and date; confirm your current process with the recruiter. Frontier Rehearsal is independent and not company-endorsed.
Practice prompt (not a reported interview question): implement a small infrastructure-flavoured function with clear inputs and outputs, then compare your production-oriented solution with an algorithm-first alternative and justify which constraints matter most.
Open permanent linkAccording to candidate reports, xAI's 45-minute backend tech screen is a coding round that asks for something functional, such as an API endpoint or a data-processing function, with some architecture discussion but not a full system-design round.
Open permanent linkCandidate reports describe an xAI coding round delivered in Python and bash over about 45 minutes, focused on day-to-day engineering tasks rather than LeetCode-style puzzles.
Open permanent linkEvidence reviewed . Reports can become stale.
Every question has a public brief with the task, constraints, and follow-ups. Labels describe interactive practice access.
Reported interview periodNot available
A culture conversation about a claim you would not publish unchecked.
Practice focusCulture round. Someone wants to publish a claim you have not checked. What the claim is. What evidence is missing. What you would ship instead. Who you would tell if they publish it anyway.
Reported interview periodNot available
Model an eight-by-eight board. Each piece is one side's, and each piece is regular or king. There is no hidden grader. The work is the data model and the method boundaries.
Practice focusRequirements - A move check confirms the piece belongs to the player, the destination is empty, the step is diagonal, and the direction matches the piece type. - A capture jumps an opposing piece and may continue in a chain. - A piece that reaches the far row becomes a king. - The game ends when the opponent has no pieces or no legal move. - Represent the board as a grid of optional pieces. - Say whether each move returns a new board or changes the old one.…
Reported interview periodN/A
Implement a small batching primitive, then adapt it to padded cost, bounded output, and production reasoning.
Practice focusPython, Greedy algorithms, Boundary cases, ML batching, Complexity through a runnable coding exercise.
Reported interview periodN/A
Reason about half-open intervals through conflicts, room counts, merging, and free slots.
Practice focusPython, Sorting, Intervals, Heaps, Edge cases through a runnable coding exercise.
Reported interview periodN/A
Flatten and reconstruct nested data, then support path access and lists.
Practice focusPython, Recursion, Data transformation, JSON-like data through a runnable coding exercise.
Reported interview periodN/A
Turn a dependency graph into stable ready sets, execution layers, and failure impact.
Practice focusPython, Graphs, Stable ordering, Cycle detection, Failure analysis through a runnable coding exercise.
Reported interview periodN/A
Aggregate pass rates, enforce minimum support, and compare evaluation runs without hiding weak slices.
Practice focusPython, Aggregation, Evaluation, Statistical hygiene, Determinism through a runnable coding exercise.
Reported interview periodN/A
Turn one real experience into a concise story, then answer increasingly specific follow-ups without inventing evidence.
Practice focusEvidence selection, Concise communication, Conflict, Reflection through a written response exercise.
Reported interview periodN/A
Connect motivation and scope to evidence from your work, then handle gaps, priorities, and expectations directly.
Practice focusMotivation, Role fit, Scope, Self-awareness, Questions through a written response exercise.
Reported interview periodN/A
Build a defensible walkthrough of a project from problem framing to architecture, experiments, failures, and outcomes.
Practice focusArchitecture, Experiment design, Debugging, Metrics, Trade-offs through a written response exercise.
Reported interview periodN/A
Design a reproducible registry connecting datasets, evaluator configurations, model outputs, and reviewed results.
Practice focusData lineage, Versioning, Idempotency, Access control, Reproducibility through a written response exercise.
Reported interview periodN/A
Use one real experience to show how you made a consequential decision under incomplete evidence and designed a safe reversal path.
Practice focusJudgment, Evidence, Disagreement, Risk control, Reflection through a written response exercise.
Reported interview periodN/A
Practice aligning a broad research-engineering role with evidence, boundaries, first-quarter priorities, and questions for the manager.
Practice focusRole fit, Prioritization, Scope, Self-awareness, Manager questions through a written response exercise.
Reported interview periodN/A
Prepare a technical project account that connects the initial claim, experiment design, implementation choices, failures, and shipped evidence.
Practice focusProblem framing, Experiment design, Architecture, Debugging, Evidence quality through a written response exercise.
Reported interview periodN/A
Practice making a visible priority call when reliability work and a strategic launch compete for the same team.
Practice focusPrioritization, Trade-offs, Risk, Stakeholder communication, Decision review through a written response exercise.
Reported interview periodN/A
Practice turning a research, product, and infrastructure disagreement into an owned decision without flattening the real risks.
Practice focusDisagreement, Decision rights, Cross-functional leadership, Escalation, Communication through a written response exercise.
Reported interview periodN/A
Build a precise account of a failed technical decision, your personal responsibility, the recovery, and the later behavior that changed.
Practice focusOwnership, Failure analysis, Recovery, Reflection, Trust repair through a written response exercise.
Reported interview periodN/A
Practice showing how you improved a team’s decisions or delivery beyond the output of your own individual work.
Practice focusLeadership, Delegation, Mentorship, Team systems, Impact through a written response exercise.
Reported interview periodN/A
A posting product lets an author write now and publish later. Design the path from submission to publication, then keep it correct when authors edit, cancel, and retry while delivery fans out to followers.
Practice focusDurable scheduling, Idempotency, Race conditions, Time zones, Operational telemetry through a written response exercise.
Reported interview periodN/A
A code-generation path drafts edits and a stronger model checks them. Decide which spans are accepted or rolled back, keep the result correct, and show whether the second pass actually saves time.
Practice focusSpeculative execution, Verification design, Rollback, Correctness, Benchmarking through a written response exercise.
Reported interview periodN/A
You get a short list of accepted two-word phrases and a batch of strings. Infer the rule that decides which strings belong together, implement it so the same input always yields the same partition, and say where the examples still underdetermine the answer.
Practice focusString algorithms, Specification recovery, Determinism, Edge-case analysis through a written response exercise.
Reported interview periodN/A
An in-memory grade book with a ranking that does not treat a missing score as zero.
Practice focusState, Ranking, Edge cases through a written response exercise.
Reported interview periodN/A
Return the vials that stayed inside a temperature range for their whole stay.
Practice focusScanning, Missing data through a written response exercise.
Reported interview periodN/A
Collapse consecutive comments on the same path into one batch.
Practice focusOrder, Grouping through a written response exercise.