Research Engineer, Financial Search

icon building Company : Rogo
icon briefcase Job Type : Full Time

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Job Description - Research Engineer, Financial Search

Why Rogo?

Rogo will be the biggest Financial Services Artificial Intelligence company in the world. We're creating a category-defining AI company built on top of foundational AI models like GPT-4.

  • Exceptional early users: high-paying contracts with the world's largest investment banks, hedge funds, private equity firms, and consultants.

  • Massive demand: extensive waitlist of firms waiting for deployment.

  • World-class team: we take talent density very seriously. We like working with incredibly smart, driven people.

  • Cutting-edge technology: Work directly with the world's most advanced LLMs, AI, and RAG to build the future of generative AI and redefine finance.

Challenges:

We are building systems that can automate the most complex knowledge work in the world, e.g., financial analysis, research, due diligence, and more.

  • Creating financial research that's worth paying attention to: aggregating, analyzing, and producing insights from real-time information. Say goodbye to equity research.

  • Dealing with the most sensitive data in the world: client data from the largest financial services companies on earth.

  • Working past the edge of published AI research: tackling problems beyond the complexity of existing AI benchmarks.

  • Unsolved product, architectural, and business problems: natural language interfaces, prohibitively expensive evaluation of models, massive marginal costs, versioning/training/segregating models per task, client, and so on.

About the role

As a research engineer for financial search at Rogo, you will enhance and evolve our extensive search and retrieval systems, with a special focus on our search on financial data and documents. In this capacity, you'll:

  • Build the infrastructure for high-performance, low-latency search and retrieval systems, tackling challenging constraints such as latency and costly model inference.

  • Generate, index, and manage vast collections of financial datasets containing many millions of documents, including:

    • Public data like SEC filings, earnings transcripts, financial news, market data, etc.

    • Private financial files

  • Research and implement cutting-edge search and retrieval methods that integrate classic search techniques, embeddings, and LLMs.

A typical day could involve:

  • Reading research papers on RAG, LLM fine-tuning, and other cutting-edge search topics.

  • Discussing AI strategies and workflows with top executives to grasp their needs.

  • Fine-tuning our search infrastructure for our general product and for specific client needs.

  • Designing and implementing end-to-end automations to save our users hours a day.

It’s cutting-edge engineering at the AI frontier.

Qualifications

Hard Requirements:

  • 3+ years of industry experience as a developer

  • 2+ industry experience in financial services (on the buy-side or sell-side)

  • Proficiency in leveraging LLMs in a production context, with specialization in Retrieval Augmented Generation (RAG) and advanced Prompt Engineering techniques

  • Highly proficient with Python and SQL, and an intuitive understanding of multi-threading, multi-processing, asyncio, and other concurrency primitives

  • Experience with at least one of: Postgres, Snowflake or Elasticsearch

  • Experience deploying and monitoring mission-critical ETL pipelines with large and heterogenous datasources

  • Practical experience with containerization technologies, including Docker and Kubernetes

  • Solid understanding of networking, security principles, and best practices

  • Experience with AWS or other cloud environment

Bonus Requirements:

  • Experience with a strongly typed language (e.g., Rust)

  • Experience working with Apache Airflow

  • Experience at a hypergrowth startup

  • Product experience working directly with users

  • Experience with stream processing

  • Knowledge of Datadog and other Telemetry tooling

You'll fit in at Rogo if...

  • You have fun solving hard problems: we're tackling tech/product/business problems that are unsolved. It's super exciting.

  • You like to work hard: we feel lucky to work on these problems, and we enjoy pouring our all into solving them.

  • You care deeply about talent density: we care deeply about working with people who are super smart and motivated.

  • You have eclectic interests: whether you're a sci-fi aficionado, history buff, strategy game guru, policy wonk, or movie trivia expert, you'll find kindred spirits here.

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