Abstract
A challenge in systems management can be converting workflows from interactive, non-deterministic sessions with agentic systems into reusable automation, as some methods may involve manual refactoring or produce scripts with environmental dependencies. An automated pipeline can ingest unstructured session telemetry, such as command logs, and programmatically synthesize a structured and self-contained software package. For example, the system can distill a sequence of operations, perform dependency resolution to create executable commands, flatten logic for portability, and generate a validation suite based on the original session's outputs. This process can convert an ephemeral workflow into a more deterministic and portable asset, which may be beneficial for use in production environments or for integration with automated testing pipelines.
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
Rutowski, Romek; Nalewajko, Piotr; and Manickavelu, Paramesh, "Automated Synthesis of Verifiable Automation Packages from Interactive Session Telemetry", Technical Disclosure Commons, (July 27, 2026)
https://www.tdcommons.org/dpubs_series/11143