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Software Engineer
1 month ago
About Brightwave
Brightwave is a pioneering technology firm that specializes in developing cutting-edge LLM-powered investment research systems. Our innovative solutions enable active asset managers to accelerate research workflows and generate investment ideas with unparalleled depth and comprehensiveness. With a strong track record of commercial success, Brightwave has attracted a diverse client base across financial services, with assets under management exceeding $120B.
Create Something Incredible
We're a team of exceptional individuals who share a passion for delivering high-quality work. We prioritize a smaller team of senior professionals who possess the expertise and intuition to drive results. Our team comprises seasoned engineers from top companies like Databricks and Meta, research scientists with NeurIPS publications, and commercial talents with experience at firms like Goldman Sachs and McKinsey.
Our venture investors include prominent asset managers and influential figures from OpenAI, Databricks, Uber, LinkedIn, and the Solana Foundation.
AI & Machine Learning Engineering at Brightwave
As an AI/ML Engineer at Brightwave, you'll collaborate closely with our CTO and CEO to design, develop, and deploy high-precision language models and machine learning technologies in a production environment. We're seeking an experienced professional who can not only train models but also deploy and iteratively improve them in real-world systems.
This is a creative R&D role that combines algorithmic insight, engineering acumen, and product sense to craft AI-powered user experiences that meet the needs of sophisticated finance professionals.
Responsibilities
- Design, fine-tune, and serve large language models (LLMs) and other machine learning models in a live production environment.
- Design, fit, and serve embedding models that support core functionalities such as search relevance and personalized recommendations.
- Build and maintain robust ETL pipelines to prepare and process data for training and deploying machine learning models.
- Implement best practices for model evaluation, using statistically sound methods to continuously improve model performance.
- Design and implement scalable APIs to enable our AI and ML systems to integrate seamlessly into broader product workflows.
- Build and maintain systems that construct and enhance high-accuracy knowledge graphs.
Capabilities
Brightwave seeks engineers who are passionate about production-scale AI/ML systems. Strong candidates will have some (but not necessarily all) of the following capabilities. At Brightwave, we grow together.
- 7+ years of experience in software engineering; 3+ years of experience in machine learning / deep learning roles.
- M.S. or Ph.D. in machine learning, computer science, statistics, or related domain.
- Experience building, fine-tuning, and serving machine learning models in production environments.
- Extensive working experience with tools like Hugging Face, PyTorch, sentence-transformers, sklearn, etc.
- Strong grounding in deep learning, classical machine learning techniques, and statistical analysis, with experience applying them to complex, large-scale datasets.
- Practical experience building personalized recommendation engines or similar algorithms (e.g., feed personalization, search ranking) in a consumer web environment.
- Expertise in data engineering workflows, including constructing and maintaining ETL pipelines for machine learning tasks.
- Experience designing APIs that efficiently support the integration of machine learning models into broader systems.
Values Matter
We stay true to our values, and work with people who do the same.
- Ownership. We take responsibility for how we choose to respond to our circumstances.
- Humility. Most situations warrant a sense of curiosity and a willingness to be wrong.
- Craftsmanship. We take pride in the work and tend to the details.
- Focus. Transformative work only happens in the presence of intense, sustained focus.
- Empathy. Seek first to understand - most people are basically reasonable and want to do the right thing.
- Humor. Life is a gift, let's enjoy it together.