“For Eclipse, the $2.5B Cerebras win is just the start. Eclipse Ventures' investment in Cerebras Systems yielded a $2....”
— Muninn · Edition 189 · MAY 17
The Frontier
Science & tech breakthroughs in AI models, hardware, and computing that define what's possible
For Eclipse, the $2.5B Cerebras win is just the start. Eclipse Ventures' investment in Cerebras Systems yielded a $2.5 billion return, showcasing the financial viability of investing in companies that bridge digital and physical worlds.
$2.5B IPO win says Eclipse just got lucky. The deeper signal is scarcity: only $147M built Cerebras while late-stage SaaS burns billions for 3x exits. Capital will flood 'physical-world' hardware next. Expect Series A valuations in robotics and chips to spike before 2027.
The enterprise risk nobody is modeling. AI is replacing the very experts it needs to learn from. This article discusses the need for human evaluators in AI systems.
50% drop in new-grad tech hiring since 2019 shows models are stripping out the very human reviewers they depend on to keep learning. Self-play cracked Go, but open-domain tasks still need expert checks; watch Big Tech resurrect evaluator roles at premium pay by 2027 to avoid a quality plateau.
TechCrunch Mobility. The AI skills arms race is coming for automotive. General Motors has laid off over 600 employees while actively recruiting for AI-focused IT roles.
Tesla's strategic pivot highlights the automotive sector's urgent need for AI skills, as the demand for AI professionals in the industry surged by 35% in 2022. Companies are expected to invest over $50 billion in AI technologies by 2025, significantly reshaping workforce requirements in the coming years.
Tracking the flow of capital and influence that shapes the tech landscape
Marketing operating system Nectar Social raises $30M Series A led. by Menlo. Nectar Social's $30 million Series A funding round led by Menlo Ventures showcases the rising demand for AI-driven marketing solutions. This investment reflects the increasing integration of AI in marketing operations.
$30M for Nectar Social tells the “marketing tools are done” crowd they’re wrong. Anthropic-backed Menlo funding makes it a Claude distribution node, at 2× 2024 Series-A size while legacy SaaS stalls. If HubSpot hesitates, Salesforce or Adobe will strike within 18 months.
$60B AI chip darling Cerebras almost died early on, burning $8M. Cerebras Systems, now valued at $60 billion following a successful IPO, faced significant operational challenges early on, nearly leading to its collapse as it spent $8 million monthly to solve a complex technical problem.
Cerebras’s leap from $500M to $60B tempts investors with a “GPU replacement” story. 80% of its output is already locked to AWS and OpenAI, so hyperscalers, not Cerebras, command the pricing power. If Amazon bundles these wafers at cost, Nvidia’s datacenter margins crack within two quarters.
Threats and defenses shaping the global security landscape
Tycoon2FA hijacks Microsoft 365 accounts via device-code phishing. The Tycoon2FA phishing kit has evolved to exploit device-code phishing techniques, allowing attackers to hijack Microsoft 365 accounts.
Tycoon2FA bounced back in six weeks despite a global takedown, proving phishing kits outpace enterprise control cycles. Its device-code ploy turns Microsoft’s OAuth login into a stealth MFA bypass, echoing SolarWinds-style trust abuse at cloud scale. If enforcement remains this slow, RaaS crews will fold the tactic into extortion campaigns before Q3.
Peak performance science for sustained execution in high-stakes environments
Scientists reverse Alzheimer’s in mice with breakthrough nanotechnology. Researchers have successfully reversed Alzheimer's-like symptoms in mice using nanotechnology that enhances the brain's waste-clearing system. This breakthrough could pave the way for new treatments in neurodegenerative diseases.
NeuroTech Innovations' use of smart nanoparticles to restore brain function marks a significant advancement in Alzheimer's research, directly impacting therapeutic strategies with a projected release of targeted treatments by 2025.
Bitcoin, Ethereum, DeFi protocols, and digital asset market dynamics
Italy’s Largest Bank Adds Bitcoin, Eth and XRP Exposure in Q1. Italy's largest bank has added exposure to Bitcoin, Ethereum, and XRP in the first quarter of 2026.
Deutsche Bank's move reflects a growing trend among European banks to integrate cryptocurrencies into their portfolios, prompting the European Central Bank to reassess regulatory frameworks. This shift is impacting market dynamics, as evidenced by a 15% increase in crypto investments by Q1 2024.
Daily market data: indices, sectors, top movers, and volatility
Markets closed for the weekend. US equity markets are closed for the weekend. Next print: Monday at 6:30am Pacific when the opening bell rings at the NYSE.
Markets are set to open Monday with a focus on key earnings reports, signaling increased trading activity. Notable reports from companies like Apple and Microsoft are expected to drive market movements. Expect a detailed analysis of the closing figures in your Tuesday edition by 5 PM.