Anthropic

Take · AI Interview falls squarely in the employment category, so before November 12 I'll make sure of two things: the results page says which assessments come from AI, and the HR side keeps a human review and override path. Teams with offshore entities or foreign investors should also check whether their ownership structure runs into the regions clause.

Take · I'm moving short-prompt calls, such as PandaClaws' classification, summaries and rewrites and AI Cloud Drive's document Q&A, onto Haiku 5.5 for a comparison run right away: under 100K tokens it costs a tenth of the old price, so a big model planning and Haiku doing the subtasks finally pencils out. The new tokenizer uses slightly more tokens, so compare cost per completed task rather than unit price; the cost table in my post on what it costs to keep three AI products online needs redoing too.

Take · If your team keeps getting blocked when using Claude for code audits or security triage, this is the proper route: apply for the Defense tier first, since it's reviewed fastest. Note that enrolling means data retention, so for products handling private user files like my AI Cloud Drive, run security testing against a scrubbed copy rather than real user data.

Take · When a model vendor starts training the people who wire models into businesses, the enterprise bottleneck clearly isn't capability but integration and delivery. For independent developers and small teams, a track record of shipping real use cases is worth more than a badge, and that's where the work is.