Industrial R&D and production do not accept “close enough”—results have to survive review.
Understandable: the trace reads like an explanation
Every step an agent takes is legible to the expert: what was done, with which tool, and on what basis. Nobody has to guess why the agent made a decision—the execution trace is the explanation.
Traceable: every result leads back to its origin
Any delivered result can be traced back to the exact tool calls, input data, and judgments that produced it. When acceptance review surfaces a doubt, you can locate the step responsible instead of starting over.
Reproducible: the process has to run again
Environments, parameters, and process are recorded end to end, so the same task can be re-run and the results checked. Reproducibility turns “trusting the agent” from a matter of attitude into a matter of engineering—which is exactly why Songta starts in industrial R&D and production.
This article describes verifiable current workflows and does not present planned capabilities as shipped features.