Abstract: Apparatus and methods for producing a product. The method may include receiving from a development assistance platform: a plurality of natural language state text segments; and a plurality of natural language action text segments. The method may include deriving for each of the plurality of natural language state text segments a state vector. The method may include deriving for each of the plurality of natural language action text segments an action vector. The method may include selecting, based on the state text segments, from the action vectors, an action vector corresponding to a past reward. The method may include designating a current reward based on the action vector. The method may include transmitting a directive to a development resource. The method may include deriving for the directive a directive vector. The method may include providing the directive vector to the platform.

Abstract: A tool uses a graph-based approach to analyze scripts to determine whether the scripts pose security threats when executed. The tool breaks down scripts into component steps and generates a graph based on those steps. The tool then converts the graph into a vector and compares that vector with clusters of other vectors. Based on that comparison, the tool determines whether the script will cause a security vulnerability. If the script causes a security threat when executed, the script may be prevented from executing.

Abstract: A tool uses a graph-based approach to analyze scripts to determine whether the scripts pose security threats when executed. The tool breaks down scripts into component steps and generates a graph based on those steps. The tool then converts the graph into a vector and compares that vector with clusters of other vectors. Based on that comparison, the tool determines whether the script will cause a security vulnerability. If the script causes a security threat when executed, the script may be prevented from executing.