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Startups & Venture·October 13, 2026·1 min read

Sources: OpenAI is in early talks to buy Trail of Bits, which finds and fixes vulnerabilities in open-source software; founded in 2012, it has 40+ employees

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If OpenAI folds a 40+ person security boutique like Trail of Bits into its stack, AI labs are turning cybersecurity from vendor relationship into core capability. Any company exposing models or agents to the open internet should assume the offensive bar is rising and start treating red-teaming and secure-by-default tooling as a first-class budget line, not a compliance checkbox.

Startups & Venture

Albert Invent, which launched an AI model trained on chemical patents and data about 15M molecules, raised a $55M Series B, a source says at a $340M valuation

Vertical models like Albert Invent — trained on chemical patents and 15M molecules — are turning R&D lab time into a software margin problem. If you run formulation, materials, or chemistry-heavy product lines, your competitive gap may soon be how fast you plug into these design loops, not how many experiments you can fund.