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Research Scientist

Research Scientist

CompanyLetta
LocationSan Francisco, CA, USA
Salary$Not Provided – $Not Provided
TypeFull-Time
Degrees
Experience LevelSenior, Expert or higher

Requirements

  • Strong understanding of LLMs (Large Language Models)
  • Experience in R&D processes related to AI and machine learning
  • Knowledge of context management techniques
  • Familiarity with model evaluation and finetuning
  • Experience in writing technical reports and blog posts

Responsibilities

  • R&D of the core agent framework, including context management techniques used to prompt the LLMs within the agent framework
  • Prototyping new context management and memory systems (e.g. better state→prompt compilers, more complex memory systems, multi-threading of multiple LLM processes, improved planning for multi-step reasoning, etc.)
  • Development of the agent interaction loop, encompassing tool execution, parsing, and more
  • R&D of LLM serving methods to improve serving agent workloads (e.g. constrained decoding and prefix caching)
  • Model evaluation and finetuning, such as finetuning state-of-the-art open-weights models on agent data traces
  • Writing and publishing technical blog posts and whitepapers

Preferred Qualifications

  • Experience with the latest GPUs for training/finetuning
  • Familiarity with model serving and API credits across frontier model providers