Martian is doing for LLMs what Google did for websites. In the early internet, the number of websites was exploding and it was hard to figure out what website you should use for what task. Google fixed that problem by building a search engine that aggregated websites across the internet. A similar problem exists in AI today; the number of models is exploding and it's hard to figure out what model you should use for what task. Martian fixes that problem through a model router: You give us your prompt, we run it on the best model in real time.
We can do this because we've learned how to predict the performance of a model without running it. That lets us find a model which can complete your request with the highest performance and lowest cost. The value proposition is simple: stop worrying about AI, start focusing on product.
That idea -- making it so that people can stop worrying about AI -- is the core of what we do. Model-routing is just the first tool we're building to help understand the way in which models behave. By pioneering techniques like this, we want to solve the most fundamental problem in AI: understanding why models behave the way they do, and creating guarantees they'll behave the way we want.
AI Research Content Development
Produce in-depth technical content on model interpretability and LLM routing
Write research papers for top AI conferences and journals
Create detailed blog posts explaining complex AI concepts
LLM and Transformer Architecture Analysis
Analyze and explain the internal workings of LLMs and transformer architectures
Develop content on how Martian's technology improves model performance
Compare and contrast different LLM architectures and their implications
AI Trend Analysis and Technical Commentary
Monitor and respond to new developments in AI, especially in LLMs and interpretability
Analyze new AI papers and relate them to Martian's work
Provide technical commentary on emerging AI trends and breakthroughs
Technical Community Engagement
Participate in technical discussions with AI researchers on social media
Represent Martian's technical perspective in AI forums and conferences
Develop and maintain relationships with key technical influencers in AI
Model Performance and Routing Insights
Create content explaining Martian's routing technology and its benefits
Develop case studies and performance comparisons between different LLMs
Explain technical aspects of model selection and performance optimization
AI Ethics and Interpretability Discourse
Engage in discussions about AI ethics, particularly related to LLM use
Produce content on the importance of model interpretability
Explain how Martian's work contributes to more responsible AI development
Ph.D. in Computer Science, Machine Learning, or a closely related field
Deep understanding of transformer architectures, LLMs, and model interpretability techniques
Proven track record of publishing technical AI research papers in top-tier conferences or journals
Excellent writing skills with the ability to explain complex AI concepts clearly to a technical audience
Strong analytical skills and experience in evaluating AI model performance
Demonstrated ability to engage in high-level technical discussions about AI on social media platforms, particularly X
Minimum 3 years of experience in AI research or a related technical role
Proficiency in Python and experience with popular deep learning frameworks (e.g., PyTorch, TensorFlow)
Solid understanding of statistical analysis and machine learning evaluation metrics
Experience in science communication or technical journalism for AI/ML topics
Familiarity with LLM routing techniques and multi-model AI systems
Knowledge of AI ethics and the broader implications of AI technology
Experience creating data visualizations and explanatory diagrams for complex AI concepts
Track record of presenting at major AI conferences or workshops
Ability to rapidly analyze and synthesize new AI research papers
Experience in developing or contributing to open-source AI projects
Experience in technical blog writing or maintaining a personal blog on AI topics
Proficiency in LaTeX for academic writing
Competitive salary and equity packages
Health, dental, and vision insurance plans
Unlimited PTO
Daily lunch
Team dinners