Tag: AI agents

Laravel AI SDK v1 adds tool approvals and new conversation storage. Keep authority in the app, treat state as data and plan the upgrade before you deploy.

Sixty percent of what? Long-running AI work should show what is done and checked, ask for help in a way people can answer and resume from the current facts.

An agent saying it moved the delivery is not proof. Write cases with clear answers, inspect what actually changed and widen the cases before trusting a score.

Long-running AI work needs a record outside the chat. Use fixed workflows where you can, check what is true before resuming and define done in advance.

When an AI mixes up a draft and an approved plan, a better prompt may not help. Give documents roles, retrieve the right evidence and keep working state apart.

Many workflows need clear rules plus one interpretation step, not an autonomous agent. Map the task, then compare designs on the same awkward cases.