Start with the simplest tool that does the job. Agents can add cost and risk, so a clear workflow and human checks may be a better choice.
Our take · Humantra-AI
More agents do not automatically mean more value. Start with the job, the information involved and who checks the outcome. A checklist, an assistant or a simple workflow may be enough. Our workshops help teams ask what is useful, what is safe to try and where a human must remain in charge.
More detail and research limits
Anthropic’s engineering guidance recommends starting with the simplest suitable solution. It distinguishes workflows with predefined steps from agents that choose their own processes and tools. Greater autonomy can add cost, delay and risks from errors building on earlier errors, so testing and human oversight matter. This is engineering guidance, not a study of gender or mental health; tooling has changed since publication.
Collection updated 31 October 2026. This is our perspective on independent research, not an endorsement by its publisher or a promise of results.