· about 5 hours ago· Dev.to
Enhancing LLM Transparency with the Provider Abstraction Approach
The problem with calling an LLM directly NumPath's teacher dashboard generates per-student insights — one-sentence observations like "Emma skips borrowing in 9 of 11 recent subtraction attempts" with a suggested action. The obvious implementation is to import the Anthropic SDK, call messages.create(
#cloud-computing#llm#data-audit#education-technology