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Applied AI·August 1, 2026·1 min read

A US judge largely denies Perplexity and three data scraper firms' bid to dismiss Reddit's lawsuit over claims of copyright law violations under DMCA

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Courts are increasingly willing to treat large-scale scraping and downstream AI use as a live copyright and DMCA question, not a settled cost of doing business. If your product depends on third-party data at scale, you need a real provenance and licensing strategy this quarter, not a boilerplate TOS defense.

Applied AI

Sources: OpenAI demoed a new "Astra" AI model family to US policymakers and regulators this week, touting its improved abilities to complete long-running tasks

If Astra is being framed around long-running tasks to policymakers first, OpenAI is trying to normalize agentic, persistent workflows as a regulated category, not just a product feature. For operators, assume the bar for "safe enough to run unattended for hours" is about to get both higher and more formally defined.