
Aerospace ⢠Hardware ⢠B2B
Machina is a manufacturing engineering company that integrates next-generation technologiesâcasting, metal and sand additive manufacturing, and precision CNC machiningâwith computational design and process simulation to deliver sustainable, efficient serial and small-batch production. They specialize in aerospace- and automotive-grade aluminum castings, topology-optimized lightweighting, DfAM, post-processing (heat treatment, coatings), and end-to-end engineering services that turn AM prototypes into high-value production parts. Based in Istanbul, Machina focuses on industrial B2B collaborations to accelerate product development and reduce carbon footprint through optimized workflows.
1 - 10 employees
Founded 2021
đ Aerospace
đ§ Hardware
đ¤ B2B
4 days ago

Aerospace ⢠Hardware ⢠B2B
Machina is a manufacturing engineering company that integrates next-generation technologiesâcasting, metal and sand additive manufacturing, and precision CNC machiningâwith computational design and process simulation to deliver sustainable, efficient serial and small-batch production. They specialize in aerospace- and automotive-grade aluminum castings, topology-optimized lightweighting, DfAM, post-processing (heat treatment, coatings), and end-to-end engineering services that turn AM prototypes into high-value production parts. Based in Istanbul, Machina focuses on industrial B2B collaborations to accelerate product development and reduce carbon footprint through optimized workflows.
1 - 10 employees
Founded 2021
đ Aerospace
đ§ Hardware
đ¤ B2B
⢠Conduct research into AI safety, focusing on robustness, fairness, and interpretability of machine learning models used in build systems ⢠Develop algorithms and frameworks that ensure the safe deployment of AI-powered automation in software build, testing, and CI/CD workflows ⢠Work closely with engineering teams to integrate AI safety mechanisms and ensure robust error handling and fault tolerance ⢠Investigate and mitigate risks associated with AI-driven decision-making in distributed build systems, especially in mission-critical operations ⢠Contribute to the development of safety-critical AI models for optimizing performance, caching accuracy, and task coordination across various customer environments ⢠Conduct studies on the ethical implications of AI in software development, ensuring that algorithms used in NativeLink align with responsible AI principles ⢠Perform in-depth testing, model validation, and risk assessment to ensure AI systems meet reliability and safety standards ⢠Collaborate with product managers and engineers to translate research findings into practical tools and features for our customers
⢠3+ years of experience in AI/ML research, with a focus on safety, robustness, and interpretability ⢠Strong background in machine learning theory, with practical experience implementing models and algorithms ⢠Expertise in AI safety frameworks, fault tolerance, and risk mitigation strategies for AI systems ⢠Experience with reinforcement learning, adversarial training, and robustness testing of AI models ⢠Proficiency in programming languages such as Python, C++, or Go, with hands-on experience in AI development libraries (e.g., TensorFlow, PyTorch) ⢠Strong understanding of AI ethics, fairness, and the impact of machine learning algorithms in real-world applications ⢠Ability to identify potential safety risks in AI-driven systems and design solutions to address them ⢠Familiarity with distributed systems, cloud infrastructure, and build/test automation frameworks ⢠Excellent problem-solving skills, with the ability to work independently and collaboratively in a fast-paced environment
⢠Competitive salary and benefits package ⢠Opportunities for personal and professional development
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