ZYMP Tech News — June 16, 2026
Nebius Completes Acquisition of Eigen AI
NETHERLANDS
Nebius, the AI cloud company listed on Nasdaq (NBIS), today announced the completion of its acquisition of Eigen AI, a leading inference and model optimization company. The transaction was initially announced on May 1, 2026, and successfully closed on June 10, 2026, after receiving all required regulatory approvals and satisfying customary closing conditions.
Eigen AI specializes in inference technology and model optimization, capabilities that complement Nebius’s full-stack AI platform for developers and enterprises. The acquisition strengthens Nebius’s position in the AI infrastructure market, enabling the company to provide enhanced services for AI product development, agent deployment, and AI services at scale. Nebius is headquartered in Amsterdam and serves startups and enterprises worldwide.
KAIST Achieves 10x Liquid Cooling Breakthrough
SOUTH KOREA
A joint research team from KAIST has developed ultra-high-efficiency liquid cooling technology that is ten times more efficient than previous records. The breakthrough addresses the critical challenge of cooling AI semiconductor chips, which generate extreme heat during operation. Conventional air cooling and external copper heat spreaders are reaching their practical limits as AI chips continue delivering higher performance.
The team embedded liquid-cooling channels thinner than a human hair directly inside silicon semiconductor chips, successfully maintaining chip temperatures below 100°C even under extreme heat-generation conditions exceeding 2,000 watts per square centimeter. The manifold microchannel structure distributes coolant through multiple inlet channels and collects it through multiple outlets, significantly reducing flow resistance compared to conventional designs that require coolant to travel through numerous microchannels from one end to the other. The research was published in the journal Energy Conversion and Management.
Probably Raises $9M to Build More Reliable AI
STARTUPS
Probably, a startup focused on preventing AI hallucinations and factual errors, has raised $9 million in seed funding from Andreessen Horowitz. Founder Peter Elias explains that the company’s goal is to achieve 99.99% accuracy in AI systems, comparable to deterministic systems but significantly more challenging with large language models. The approach requires rethinking many basic assumptions in AI engineering.
Probably’s first product is a data science tool that provides quick answers from complex datasets with citations and audit trails. The company developed an elaborate harness system, described as a “data science mech suit,” which validates LLM outputs against a deterministic validator system that bounces back results not matching the dataset. The LLM has been trained specifically against this validator. Elias notes that better harness engineering allows the system to run on significantly smaller AI models, with the current version running on a model “four classes weaker than frontier models.” This enables local hardware operation instead of data center deployment, dramatically reducing token costs.
Cisco Patches Actively Exploited SD-WAN Zero-Day
CYBERSECURITY
Cisco has released security updates for CVE-2026-20262, a zero-day vulnerability in Catalyst SD-WAN Manager that is being actively exploited in the wild. The vulnerability allows arbitrary file write, potentially enabling attackers to execute malicious code or compromise the affected systems. Cisco became aware of the exploitation and has issued urgent patches to address the security flaw.
SD-WAN Manager is a critical component in Cisco’s software-defined wide area networking solutions, used by enterprises to manage and optimize network traffic across distributed locations. The arbitrary file write capability presents significant security risks, as attackers could leverage this vulnerability to gain unauthorized access, deploy malware, or disrupt network operations. Organizations using affected versions of Catalyst SD-WAN Manager are strongly advised to apply the security updates immediately.
Quantum Startups Join Inside Constructor Start’s New Cohort
QUANTUM COMPUTING
Inside Constructor Start has announced its 2026 cohort comprising 40 startups spanning Software, AI, DeepTech, and EdTech sectors. The new cohort shows a notable concentration in frontier hardware, with multiple startups working on quantum computing technologies. This reflects growing investor and industry interest in quantum computing as it moves from research toward practical applications.
Quantum computing startups in the cohort are developing solutions across the quantum technology stack, including quantum hardware, software development tools, and application-specific quantum algorithms. The inclusion of multiple quantum startups indicates increasing momentum in the quantum computing ecosystem, with companies attracting venture capital funding and preparing to address real-world use cases in cryptography, drug discovery, materials science, and optimization problems that are computationally intractable for classical computers.
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