Magic.

Real software projects span thousands of files with complex interdependencies. Standard context windows cannot capture an entire codebase. Long context models can process more code simultaneously, enabling better understanding of project structure, cross file dependencies, and consistent code generation. Understanding why context length is a bottleneck for code AI shows relevant technical insight.

Study efficient attention mechanisms (sparse attention, sliding window), memory compression techniques, retrieval augmented approaches for extending effective context, and architectural innovations that reduce the quadratic cost of attention. Understanding the tradeoffs between different approaches to handling long sequences is central to Magic's research direction.

The Magic interview process typically includes an initial recruiter screen, followed by one or more technical or behavioral rounds, and a final on site or virtual loop. Each stage evaluates different skills depending on the role you applied for.

The Magic hiring process typically takes 2 to 6 weeks from initial application to offer. Timelines vary by role and team. Some positions move faster while senior or specialized roles may take longer due to additional rounds or committee reviews.

Strong Magic candidates demonstrate both technical competence and alignment with company values. Prepare concrete examples of past impact, show curiosity about the team's challenges, and ask thoughtful questions that reveal your understanding of the role and company direction.

Magic offers relocation packages for many full time roles, though specifics vary by position and location. It is best to discuss relocation support with your recruiter during the initial screening phase so you can factor it into your decision.

For Magic, business casual is generally a safe choice for most roles. Tech and creative roles tend to be more casual, while finance, consulting, and executive positions lean toward business professional. When in doubt, ask your recruiter.

Magic typically provides feedback within 1 to 2 weeks after final interviews, though timelines can vary. If you have not heard back, it is appropriate to follow up with your recruiter after 5 business days. Orbyt can help you track follow up timing automatically.

Magic receives a high volume of applications for most openings, making the selection process competitive. Standing out requires a tailored resume, strong interview preparation, and clear articulation of how your skills match the specific role and team needs.