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Member of technical staff (VLM)

About H: H focuses on pushing the boundaries of superintelligence, starting with agents to take actions. These AI agents automate complex, multi-step tasks typically performed by humans, improving efficiency and decision-making in different environments. We approach safety and disruptive agentic capabilities in tandem. H is hiring world’s best engineers and researchers dedicated to changing the status quo in AI.

Holistic, Humanist, Humble. At H, we value an approach centered around actions, initiatives, and execution. We encourage our employees to take ownership of their tasks and deliver results. We also promote a mindset of openness, learning, and collaboration, where everyone has something to contribute. As a dynamic start-up, we believe it's essential to have fun while working hard to succeed.


About the Team: The VLM team drives the development of vision-language models at the core of our agentic AI systems. Built on the basis of our foundational LLMs, these models enable agents to perceive, understand, and act within complex environments by integrating visual and linguistic information. By combining state-of-the-art research with cutting-edge engineering, we create AI systems capable of automating multi-step, human-like tasks such as analyzing screens, understanding documents, or navigating virtual spaces. This is your chance to work on transformative technologies, shaping the frontier of superintelligent AI with a focus on actionable, multimodal understanding.

Key Responsibilities:

  • Design advanced vision-language models for agentic systems.

  • Optimize pipelines for training multimodal models.

  • Integrate VLMs into agents for automating human-like tasks.

  • Prototype systems for screen-based interactions and multimodal reasoning.

  • Present findings and stay ahead of the latest research.

Requirements:

  • Technical Skills:

    • Strong programming skills in Python, with proficiency in version control systems like Git.

    • Expertise in at least one deep learning framework (e.g., PyTorch, TensorFlow, JAX).

    • Hands-on experience with large-scale distributed training of vision-language models.

    • Knowledge of multimodal architectures such as transformers, autoregressive models, and their applications in agents.

    • Familiarity with applications like document understanding, image captioning, and cross-modal reasoning.

  • Research Skills:

    • Publications in top-tier AI conferences (e.g., NeurIPS, CVPR, ICML, ACL, ICCV) demonstrating expertise in VLMs or multimodal research.

    • MSc or PhD in machine learning, computer vision, natural language processing, or a related field.

    • Deep understanding of the intersection between multimodal learning and action-oriented AI.

  • Soft Skills:

    • Strong communication and presentation skills to articulate complex ideas clearly.

    • Collaborative mindset, thriving in dynamic, multidisciplinary teams.

    • Passion for solving complex problems at the intersection of AI perception and action.

Location: Paris, London, or remote in Europe.

What We Offer:

  • A welcoming and inclusive work environment.

  • Opportunities to grow professionally and contribute to transformative projects.

  • Competitive benefits and fun company events.

  • Remote work flexibility within Europe.

Join us and be part of shaping the future of superintelligent AI!

What You Should Know About Member of technical staff (VLM), H Company

At H, we are on a mission to redefine the landscape of AI, and we're looking for a Member of Technical Staff (VLM) to join our innovative team. Located in vibrant cities like Paris or London, or even working remotely within Europe, you will play a pivotal role in developing vision-language models that empower our AI agents to understand and interact with the world around them. Imagine creating systems that can automate human-like tasks through the integration of visual and linguistic information! Your key responsibilities will include designing advanced VLMs, optimizing training pipelines, and integrating these models into our AI systems. We are all about collaboration and learning, and we value each team member's initiative and creativity. Safety and efficiency drive our work, but we also believe that enjoyment fuels our success. If you have a master's or PhD in machine learning or a related field, and have experience with deep learning frameworks and multimodal architectures, we want to hear from you! You'll be part of a team that pushes boundaries and creates transformative technologies while having fun along the way. Join us at H, and together, let's shape the future of superintelligent AI!

Frequently Asked Questions (FAQs) for Member of technical staff (VLM) Role at H Company
What are the primary responsibilities of a Member of Technical Staff (VLM) at H?

As a Member of Technical Staff (VLM) at H, your primary responsibilities will encompass designing advanced vision-language models, optimizing training pipelines, and integrating these models into our AI agents. You’ll prototype systems for screen-based interactions while also staying updated on the latest research in the field.

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What technical skills are required for the Member of Technical Staff (VLM) position at H?

To excel as a Member of Technical Staff (VLM) at H, you should have strong programming skills in Python and experience with deep learning frameworks like PyTorch or TensorFlow. Familiarity with version control systems such as Git, and hands-on experience with large-scale distributed training of vision-language models are also essential.

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What educational background is preferred for the Member of Technical Staff (VLM) role at H?

H prefers candidates for the Member of Technical Staff (VLM) position to have at least an MSc or PhD in fields like machine learning, computer vision, or natural language processing. A strong academic background complemented by relevant publications in top-tier AI conferences would be ideal.

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What soft skills are valuable for the Member of Technical Staff (VLM) at H?

Apart from technical prowess, valuable soft skills for the Member of Technical Staff (VLM) at H include strong communication and presentation skills, a collaborative mindset, and a passion for tackling complex AI challenges. Thriving in multidisciplinary teams will be crucial to your success in the role.

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What does H offer in terms of career development for a Member of Technical Staff (VLM)?

At H, we provide a welcoming environment that encourages professional growth for our Members of Technical Staff (VLM). Our team is engaged in transformative projects, and we support personal development through various opportunities and competitive benefits.

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Common Interview Questions for Member of technical staff (VLM)
Can you explain your experience with vision-language models in AI?

When answering this question, detail your specific experiences with designing or implementing vision-language models. Mention any projects you've worked on, particularly in automating human-like tasks, and describe the techniques you used.

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How do you approach optimizing training pipelines for multimodal models?

Discuss your strategic plan for optimizing training pipelines. Consider mentioning specific methodologies or frameworks you've employed in past projects to enhance the performance and efficiency of training processes.

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What deep learning frameworks are you most proficient in and why?

Highlight your proficiency in frameworks like PyTorch or TensorFlow, elaborating on the projects where you utilized these tools and explaining the advantages they offer in developing VLMs.

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Describe a challenging problem you solved related to AI perception and action.

Provide a concise yet detailed account of a specific challenge you faced in the field of AI perception and action, emphasizing your problem-solving approach and the impact of your solution.

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What do you consider the most important aspect of designing an agentic AI system?

Express your thoughts on the integration of perception and decision-making processes in agentic systems. Highlight elements like safety, efficiency, and user interaction as key factors in your design philosophy.

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How do you stay current with the latest AI research developments?

Share your methods for keeping up with AI research, such as following key conferences, reading relevant publications, or engaging with online AI communities. Mention how you incorporate new learnings into your work.

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Can you provide an example of a successful collaboration in a multidisciplinary team?

Illustrate an occasion where you successfully collaborated with professionals from different disciplines, describing your role, the challenge, and how your teamwork led to a successful outcome.

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What techniques do you use for effective communication of complex ideas?

Discuss your strategies for simplifying complex concepts for diverse audiences, such as using visual aids, storytelling, or analogies, and your experience in tailoring your communication based on your audience.

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What motivates you to work in the field of AI?

Articulate your passion for AI and how it aligns with your career goals. Discuss the excitement of shaping future technologies and tackling real-world challenges through innovative AI solutions.

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How would you tackle integrating VLMs into existing AI agents?

Describe your approach to the integration process, including potential challenges you anticipate in merging newly designed VLMs into existing systems and how you plan to address these issues effectively.

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Hahn & Company is a private equity investment firm specializing in buyouts and corporate restructurings in South Korea. It is one of the largest private equity investment firms operating in North Asia.

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Full-time, remote
DATE POSTED
December 17, 2024

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