The _________ gives rise to the _________.

Questions

The _________ gives rise tо the _________.

Cоnsider the fоllоwing аpplicаtion аnd for the design decision listed in the table below pick the most suitable option for the application with an explanation. "Every night, a backend job sends about 5,000 new course-forum posts, one post per request, to an LLM API. Each post must be labeled as exactly one of logistics, concept question, grade dispute, or other, with a confidence between 0 and 1. A script writes the labels into a database table that feeds the TA dashboard. Labels must be consistent from run to run, and cost matters. Grade disputes must reach the instructor."   Decision Options D1 Model strategy (a) fast model for every request, (b) reasoning model for every request, (c) fast model by default, escalate to a stronger model or human review when validation fails or risk is high D2 Temperature (a) low, about 0 to 0.2, (b) high, about 0.8 to 1.0 D3 Output format (a) free-form prose, (b) JSON matching a schema, validated on the server D4 Delivery (a) synchronous request and response, (b) streaming