Fixing Programmatic Tool Calling With Types

Anthropic recently introduced Programmatic Tool Calling , which lets Large Language Models write Python programs to orchestrate multiple tool calls with loops, conditionals, and error handling. It is a very powerful method to have an agent run a huge number of tool calls without filling up its context window, and also avoid the latency of the usual call-one-tool-at-a-time loop. This approach works…