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Toloka AI
Real technical interviewSeptember 24, 2025

Coding/theory: majority vote, ConversationHistory and LLM theory

Previously published technical coding interview from the same Toloka AI process.

4 questions2 tasks58 minAudio recording available

Аудио и материалы

Аудио собеседования

0:00 / 58:18

Этап 3 из 4Toloka AIML / LLM Agent Engineer2025-09-11 - 2025-09-30
Собеседования в Toloka AI: ML / LLM Agent Engineer

Алгоритмическая секция в Toloka AI

Выводы и как готовиться

  • The coding bar was practical Python rather than algorithmic tricks: grouping, counters, state cleanup and edge-case reasoning around tool calls.
  • The second task checked production-readiness: clear types, data structure choice, invariants and paired deletion of tool calls/tool results.
  • The theory block focused on current LLM systems: decoder-only Transformers, pretraining/SFT/alignment, MoE placement and long-context trade-offs.
Coding/theory: majority vote, ConversationHistory and LLM theory — ML Mentor