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PoetiqYYC · S19

Posted 3 months ago

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AI Scientist

Mountain View, CaliforniaOn-siteFull-time

AI Summary

An AI Scientist builds and improves core algorithms for a self-improving reasoning engine, focusing on data-efficient methods to make LLMs reason better and extract hidden knowledge for reliable answers.

About this role

As an AI Scientist, you will propose, explore and hands-on build the core algorithms for our self-improving reasoning engine. You will push the frontier on the data-efficient methods that allow our system to learn how to reason – how to probe LLMs, extract their hidden knowledge, and synthesize fragments into reliable, complex answers.

You are a good fit if you:

  • Have a deep, first-principles understanding of LLM reasoning, failure modes, and understand their “quirks” through experience.

  • Are an expert in ML algorithm design, search, or optimization, and know the limitations of common LLM-training methods.

  • Excel at designing novel, data-efficient methods for discovering optimal, task-specific reasoning strategies.

  • Are passionate about designing the core self-improvement loops that allow a system to learn from the problems it solves to get better at the next one, autonomously.

  • Have a strong publication record and thrive bringing crazy ideas to fruition.

Skills

Autonomous LearningData-driven ExperimentationData-efficient MethodsEducation: Deep Understanding Of LLM QuirksExperiment DesignFirst-principles ThinkingKnowledge ExtractionLLM ReasoningMachine Learning Algorithm DesignOptimizationProbing LLMsPrototyping Core AlgorithmsPublication Quality ResearchReasoning Failures And Failure ModesSearchSelf-improvement LoopsSynthesis Of Fragments Into Complex AnswersTask-specific Reasoning Strategies

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