A model ID is not an agent. Protocol, tool contracts, context recovery, and acceptance determine how much capability becomes reliable work.

DeepSeek has put the formal version of its V4-Flash API into public beta, with an upgrade focused on agent tasks. The company says the model scored 82.7

A model ID is not an agent. Protocol, tool contracts, context recovery, and acceptance determine how much capability becomes reliable work.