Provideanevidence Basedrationaleebrsupportingtheneedforchangeorimprovement Sidewalks

How to Benchmark LLMs: Five Mistakes That Skew Your Results

Most in‑house model comparisons are run in a way that guarantees a misleading answer. Not a wrong one exactly, and rarely a dishonest one. Just an answer that would have come out differently if the person running it had pressed enter a second time.

How AI Is Changing the Way Students Take Notes and Prepare for Exams

The modern lecture hall is a far cry from the hallowed halls of yesteryear, where a professor stood, lecturing to rows of students taking notes by hand. These days, while some do take notes by hand, most utilize a laptop, tablet, or other device to take notes in class and to help organize and review later for exams, such as midterms and finals. But, endless pages of typing later, these too can become an overwhelming chore to review for an exam. However, there are intelligent software tools that support students in their attempt to manage the amount of information in their notes and to really understand what they read.

Infrastructure for Continuous Web Data Collection

A one‑off scrape is a weekend project. Running the same collection job every hour for three years is an infrastructure problem, and most teams underestimate how different those two things are. Continuous collection breaks in ways that batch jobs don't. Sites redesign their markup, rate limits tighten overnight, and the IP pool that worked in March gets flagged by June. The stack has to absorb all of it without a human watching the logs. Here's what the working parts look like when a pipeline actually holds up.

Looking for a ChatGPT Alternative for Studying? We Put Gauth's Four Core Tools to the Test