Flexible linked object system using machine learning techniques

A system comprising:

• memory;
• and
• one or more processors of a serverless cloud-based system coupled to the memory, the one or more processors configured to perform operations comprising:
• accessing history data associated with a profile;
• generating, using the history data and a machine learning model, a set of options, wherein the generating includes:
• providing the history data associated with the profile to the machine learning model;
• and
• receiving, from the machine learning model, the set of options;
• receiving, at a computing device, an indication of a selection of an object from the set of options;
• identifying detail information associated with the selected object, wherein the detail information includes one or more numerical values;
• and
• encoding a link to the detail information in a machine-readable representation, thereby generating a flexible linked object that is associated with the machine-readable representation.

A non-transitory computer readable storage medium comprising instructions that, when executed by one or more processors of a serverless cloud-based system, cause performance of operations comprising:

• accessing history data associated with a profile;
• generating, using the history data and a machine learning model, a set of options, wherein the generating includes:
• providing the history data associated with the profile to the machine learning model;
• and
• receiving, from the machine learning model, the set of options;
• receiving, at a computing device, an indication of a selection of an object from the set of options;
• identifying detail information associated with the selected object, wherein the detail information includes one or more numerical values;
• and
• encoding a link to the detail information in a machine-readable representation, thereby generating a flexible linked object that is associated with the machine-readable representation.