Recorded run · Everyday · 2026-09-15
I want to learn this properly over the next three months. Course first, or project first?
Two candidate answers were submitted. Decider picked one and reported how close the call was. The reasoning below is the run's own output, published verbatim.
Course first. Four weekends of structured material, and then I build with the obvious gaps already filled.
Project first. I find out what I actually need, and I go back to the documentation when the project demands it.
Option A is the better fit for learning properly over three months because the explicit goal calls for a reliable foundation before independent problem-solving. Four weekends of structured material first provide a mental map of the domain, reduce unknown unknowns, fill baseline gaps, and prevent the fragmented, bad-habit-prone knowledge that often comes from purely reactive learning. The remaining time is then spent building, so this is not tutorial hell: most of the three months is still active practice, now guided by a framework and followed by retrieval and application that consolidate understanding. For a true beginner or foundation-heavy field, project-first is often frustrating and inefficient because the learner lacks the vocabulary, architecture, and fluency to navigate documentation or troubleshoot effectively; documentation lookup becomes ad hoc, gaps stay invisible until they cause failures, and shipping can crowd out proper learning. Option B has genuine strengths: it can be motivating, relevant, and efficient just-in-time learning for someone who already has partial foundations or a specific deliverable. But for the stated aim of learning properly in a new area, its reactive patching risks shallow understanding and stalled progress. The main caveat is that a course cannot literally fill all obvious gaps, since real gaps surface while building; however, course-first followed by project work is still the more concrete, time-boxed, and balanced path, with project-first remaining defensible mainly for experienced learners in hands-on crafts.
How to read this
The confidence value is calibrated against outcomes, not a vibe: on JudgeBench, judgements Decider rates 90%+ were correct 99.6% of the time, and the 80–90% band 94.0%. The lowest band flags near-ties where either choice is defensible — an answer, not a failure. Full tables: the product page.
This page is a recorded run published as a worked example. It is not a live call, and nothing here is charged. Raw judgements behind our numbers are published at api.turingcorp.net.
Try your own two options All Everyday examples
Prefer the other side? Option B is right there above — the point of a calibrated reading is that you can tell a decisive call from a coin flip.