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Full-Time

Lead Architect

Posted on 9/5/2024

Stability AI

Stability AI

51-200 employees

Generative AI models for diverse applications

Hardware
Consumer Software
Enterprise Software
AI & Machine Learning

Compensation Overview

$190k - $250kAnnually

+ Stock Options

Expert

Remote in USA

Category
Applied Machine Learning
Natural Language Processing (NLP)
Computer Vision
AI Research
AI & Machine Learning
Required Skills
Python
Git
Data Structures & Algorithms
AWS
Requirements
  • 10+ years of experience in building REST APIs and backend infrastructure on AWS.
  • Experienced in designing and building AI/ML infrastructure and working with large GPU clusters preferably in multiple modalities like image, video, audio, and language.
  • Distributed system architecture design knowledge and experience with delivering high traffic and highly available SAAS type services.
  • Well-versed in data structures, data modeling, and database management systems, billing and metering, as well as object and file storage systems.
  • Experienced in mentoring other engineers and collaborating and working with multiple stakeholders.
  • Experienced in root cause analysis and driving operational excellence initiatives of AI/ML services.
  • Highly proficient in Python and Typescript.
Responsibilities
  • Tech lead to drive architecture, design and develop AI/ML SAAS services and set up inference on an HPC cluster for multiple modalities on a common Gen AI platform.
  • Build robust application backends on AWS infrastructure that support highly available AI/ML services at high scale that efficiently uses GPU clusters.
  • Define comprehensive API specifications and documentation
  • Deliver customer-facing services, including account management, identity, single-sign-on, subscription billing, and self-service support tools, integrating with existing internal systems where necessary
  • Collaborate with stakeholders like frontend team, product managers and technical leadership to implement new features.
  • Lead system architecture design & decisions and help drive consensus.
  • Manage large compute clusters for ML inference and development
  • Deliver and manage our developer and researcher productivity tools, including CI/CD pipelines for deploying new machine learning models, orchestration, continuous/progressive deployments, test environments, feature flags, and GitHub
  • Own the orchestration, deployments, middleware and any other micro services that are required to meet the needs of our API customers.

Stability AI focuses on generative artificial intelligence, providing advanced AI models to a diverse clientele, including individual developers and large corporations. Their main product, Stable Diffusion XL, is an open-source AI model that allows users to create innovative applications by downloading, modifying, and utilizing the technology freely. This open-source model encourages collaboration and speeds up innovation in the AI space. In addition to Stable Diffusion XL, they offer various other AI models for generating music, language processing, and video content, all available for free. Stability AI also has a membership program that offers additional features like self-hosting, catering to clients who need more control over their AI applications. Their freemium business model allows them to serve a wide range of users, from those with limited resources to large enterprises, with the goal of making advanced AI accessible to everyone.

Company Stage

Seed

Total Funding

$176M

Headquarters

London, United Kingdom

Founded

2019

Growth & Insights
Headcount

6 month growth

-19%

1 year growth

-10%

2 year growth

118%
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Simplify's Take

What believers are saying

  • Recent $80 million investment and new leadership under Prem Akkaraju could revitalize Stability AI's financial health and strategic direction.
  • The open-source nature of their models encourages widespread adoption and innovation, potentially leading to rapid technological advancements and market penetration.
  • Stability AI's ability to attract high-profile investors like Sean Parker and Eric Schmidt indicates strong confidence in the company's long-term potential.

What critics are saying

  • Financial instability, including a $30 million loss in Q1 2024 and $100 million in debt, poses significant risks to the company's operations and employee job security.
  • The recent leadership changes and restructuring efforts may lead to internal disruptions and affect the company's ability to execute its strategic plans effectively.

What makes Stability AI unique

  • Stability AI's open-source approach with models like Stable Diffusion XL fosters a collaborative environment, setting it apart from competitors who often offer proprietary solutions.
  • Their freemium business model allows them to cater to a wide range of clients, from individual developers to large corporations, unlike many competitors who focus solely on high-paying enterprise clients.
  • The company's focus on generative AI across multiple media types, including music, language, and video, provides a diverse portfolio that few competitors can match.