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Real things everyday people got it to do, and how to try them yourself.

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Circa's Waste-Less Vision Reads Job-Site Video and Drafts Disposal Estimates

Boston demolition startup Circa built Waste-Less Vision with AI: customers submit photos or video of a space, the system identifies materials and prepares a preliminary estimate of disposal costs and labor hours for human review. A 15-minute basement video that once had to be watched fully now becomes a line item automatically.

Make claude.ai three times faster in a two-week agent sprint

Reporting Anthropic's September 23 engineering post, this analysis describes the AI running a two-week performance sprint from a Slack channel: 150-plus threads, benchmarks built for each bottleneck, and more than 3,000 merged changes with no customer-facing incident. Time to a typeable page at the 75th percentile fell from 3.1 seconds to 0.55, with a human approving every pull request.

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Every idea is a real post from someone who tried it, summarized in our words, with a link to the original. App names are swapped for plain words.