Code Generation & Execution
The AI Agent uses the 'code interpreter/execution sandbox' as a core tool to autonomously generate and run executable code based on user natural language requests, translating execution results into deterministic answers or basis for further reasoning.
Needs
Facing complex calculus or high-order equation solving requirements, the Agent calls the code execution tool to generate symbolic or numerical computation scripts, running them in a sandbox to obtain accurate analytical solutions.
When external data without existing tool support is needed, the Agent instantly generates web scraping scripts, executing them in the sandbox to extract structured data for subsequent reasoning.
The Agent automatically writes unit tests for generated code and invokes the execution tool to run them. If tests fail, the Agent reads the error messages, automatically modifies the code logic, and re-executes, forming a 'generate-test-correct' loop.
Users request Monte Carlo simulations or genetic algorithm experiments. The Agent generates compute-intensive code containing loop logic and random sampling, utilizes CPU resources via execution tools to complete the emulation, and feeds back the convergence results.
Compensate for LLMs' tendency to hallucinate in complex logic and math by outsourcing computational tasks to code interpreters, ensuring accuracy in numerical calculations and symbolic derivations.
When data volume exceeds the model's context window, the Agent generates code to filter, aggregate, and reduce the dimensionality of massive data in a local sandbox, passing only the core summary back to the model.
The Agent can dynamically generate glue code based on immediate needs to call required third-party libraries in the sandbox, using code as a bridge between the Agent and external ecosystems.
Whether facing runtime errors, unexpected output results, or suboptimal performance, the Agent can locate issues based on execution feedback and iteratively modify code.
Enable non-technical personnel to drive the Agent to automatically generate and execute computation scripts via natural language commands, integrating multi-step chained tasks into a single complete script for one-time execution.