Blog

A practical comparison for agent workflows, coding, data analysis and computer use, with benchmarks, API prices and a plan for your own evaluation.

Security agents no longer just discover vulnerabilities. The OpenAI—Hugging Face incident shows why they need independent isolation, network boundaries, separate identities, monitoring, and a real emergency stop.

Duet works across connected apps in the background, but its preview remains US-only. Businesses should focus on a bounded pilot and reviewable actions.

Claude Cowork can turn one narrated screen demonstration into a reusable skill. Record a Skill is not a substitute for process design, but for the right workflow it is an unusually fast way to move AI automation from idea into real work.

Katana adds reference-based video creation to Higgsfield in Claude. A practical pilot should measure product accuracy, review effort and the cost of an approved variant.