Several tech startups — AppFactor, Machina Labs, Positron AI, and others, have announced their venture capital funding to bolster innovation and business growth.
AppFactor Raises $4 mn
AppFactor announced a $4 million seed funding round to scale its agentic orchestration platform for enterprise software maintenance. Founded by Keith Neilson, Gabriel Ciuloaica, and Attila Vajda, AppFactor uses autonomous AI agents to automate refactoring, monitoring, and remediation of legacy systems, improving reliability and reducing maintenance overhead. Investors include Tensor Ventures, Begin Capital, Adara Ventures, Narwhal Investments, and Acequia Capital. The investment will accelerate product development, expand support for regulated industries, and drive go-to-market efforts across enterprise IT organizations. AppFactor’s technology enables engineering teams to shift focus from routine fixes to innovation, delivering improved uptime, faster deployments, and cost savings for customers.
Machina Labs Raises $124 mn
Machina Labs secured $124 million to expand its autonomous manufacturing infrastructure targeting defense and advanced mobility sectors. Led by CEO Austen Allred, the company combines robotics, AI, and adaptive fabrication to build scalable production systems that improve throughput and precision. Investors include Founders Fund, Coatue, Lux Capital, Sam Altman, and Naval Ravikant. This investment supports acceleration of autonomous machining, real-time optimization, and flexible production models that reduce lead times and manufacturing costs. Machina Labs’ technology benefits defense contractors and mobility innovators by enabling rapid prototyping and scalable production of complex components. Strategy focuses on expanding engineering talent, advancing robotics innovation, and securing strategic partnerships.
Positron AI Raises $230 mn
Positron AI closed a $230 million Series B at a valuation above 1 billion to scale its energy-efficient AI inference solutions. Founded by Taro Fukaya and Zach Carlin, Positron develops hardware and software that deliver high-performance AI inference with significantly lower power consumption. Investors include SoftBank Vision Fund 2, AIO Partners, and Mubadala Investment Company. The capital will be used to scale manufacturing, enhance product performance, and broaden global market adoption. Positron’s technology benefits data center and edge customers by lowering energy costs and supporting sustainable AI deployments. Strategic plans include expanding partnerships with cloud providers and enterprise customers seeking efficient, scalable AI infrastructure.
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