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Applied AI·April 19, 2026·1 min read

OpenAI’s existential questions

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If OpenAI is using acquisitions to plug "two big existential problems," assume the platform surface is about to expand and the partner margin to compress. If your startup exists in a gap the foundation model vendors haven’t filled yet, your real runway is distribution and defensibility, not cash in the bank.

Applied AI

Sources say NSA is using Mythos Preview, and a source says it is also being used widely within the DoD, despite Anthropic's designation as a supply chain risk (Axios)

When the NSA and DoD keep using a tool after it's tagged as a supply chain risk, the real signal is that operational demand for frontier models is outrunning policy and vendor-risk frameworks. If you sell into defense or critical infra, assume your buyers will quietly route around formal bans for capability they consider mission-critical — your job is to design for that gray zone, not pretend it doesn't exist.