Build notes, practical systems, and a closer look at what changed. Written to help you make a decision, try something useful, or avoid learning the annoying part twice.
Showing 61 to 66 of 66 articles in Automation and Agents
A computer-use model can propose an action, but your application decides whether to execute it. Put the stop point in the host system, define what requires a human, and verify the resulting state before the workflow continues.
Anthropic lists lower Opus 5.5 rates, but an agency’s useful measure is spend per accepted coding result. Here is a reviewable pilot and a transparent cost calculation.
Anthropic claims up to 30% lower task costs, while one independent benchmark found higher costs at max effort. Compare the evidence and measure cost per accepted coding task.
Microsoft describes Autopilot as an agent for recurring work. This proposed trial helps teams check its output, access, memory, cost, and stop controls before expanding an assignment.