MatchTIR teaches AI agents to judge each tool call step-by-step instead of giving the same reward to every step.
SmartSearch teaches search agents to fix their own bad search queries while they are thinking, not just their final answers.
MindWatcher is a smart AI agent that can think step by step and decide when to use tools like web search, image zooming, and a code calculator to solve tough, multi-step problems.