Source: Applied Compute, which helps companies customize models with their data, is in talks to raise "hundreds of millions" led by Elad Gil at a ~$3B valuation
THE SO WHAT
A year-old open-source model customization shop raising “hundreds of millions” at ~$3B is a strong vote that the value layer is shifting toward data-specific fine-tuning and infra, not just base models. If you’re an enterprise AI buyer, expect aggressive pitches around owning your weights and workflows—start defining your stance on open vs closed and where you’ll tolerate lock-in.
READ THE SOURCE
MORE FROM THE WIRE
Startups & VentureHadrian raises $1.37B to accelerate U.S. defense, aerospace manufacturing
$1.37 billion into Hadrian at a $7.87 billion valuation is a bet that automated, software-driven machining is now a strategic bottleneck for defense and aerospace. Hardware teams building anything for DoD or space should assume lead times and cost structures will diverge between “Hadrian-compatible” digital workflows and legacy job shops—and align their design and procurement accordingly.
Startups & VentureCorma raised $60M from Sequoia to build the defensive AI that cybersecurity is missing
Corma’s $60M seed to pit leading models against simulated Fortune 500 environments—first as attackers, then as defenders—signals that AI-native red/blue teaming is becoming its own product category. CISOs should start asking vendors how they’re using AI both to probe and to harden their systems, not just to triage alerts.
AI agents, IRL socializing, and vibe coding: Where top consumer investors are placing bets
Top consumer VCs leaning into AI-native social apps and “vibe coding” tools means the next wave of hits will likely blend agents, creation, and real-world meetups — not pure feed apps. If you build consumer products, assume your competition will ship AI-first UX and social mechanics by default, and design around that baseline.
Startups & VentureGameStop’s Cohen Said to Weigh Pulling $56 Billion EBay Bid
If GameStop backs off a $56 billion eBay acquisition and pivots to partnership, it underscores how hard it is to justify mega-retail M&A in a thin-margin, logistics-heavy category. Marketplace and resale operators should expect more JV and integration talks than outright takeovers at this scale.