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Applied AI·November 7, 2026·1 min read

Adobe is giving start-ups 12 months of free access to its top AI tools, including Firefly and Acrobat

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Adobe is using a year of free Firefly Pro Plus and Acrobat Studio as a wedge into the startup stack—if founders standardize on these tools early, they’re less likely to rip them out later. For early-stage teams, this is effectively a subsidy on content ops and document workflows, but the real cost is lock-in, not license fees.

Applied AI

Exponential Time Hypothesis co-proposer Russell Impagliazzo calls OpenAI's disproof "shocking news"; it could one day speed up chip design and break encryption

If ETH is genuinely broken, the long-term map for both chip design optimization and public-key cryptography is now probabilistic, not stable. Treat this as an early signal to shorten crypto-agility timelines and assume some “hard” combinatorial problems may become tractable within a planning horizon, not just in theory papers.