Agent Logging provides a unified logging framework for AI agent frameworks and custom workflows. It intercepts and records each stage of an agent’s execution—prompt generation, tool invocation, LLM response, and final output—along with timestamps and metadata. Logs can be exported in JSON, CSV, or sent to monitoring services. The library supports customizable log levels, hooks for integration with observability platforms, and visualization tools to trace decision paths. With Agent Logging, teams gain insights into agent behavior, spot performance bottlenecks, and maintain transparent records for auditing.

Emergence is a sophisticated AI agent that assists businesses in automating workflows and processes. By combining advanced machine learning algorithms with intuitive analytics, it helps teams identify bottlenecks, optimize performance, and save time. Users can integrate Emergence with their existing tools to enhance collaboration and data-driven decision-making. Its capabilities include process mapping, task management, and real-time performance tracking, enabling organizations to achieve their goals more effectively.