r/artificial

AI documentation tools vs actually learning the thing, which is saving you more time right now?

Brief

u/RareSprinkles9387 (r/artificial, 2026-08-01) — a part-time physical therapist who writes dev tutorials — asks whether documentation and code-explanation AIs (Cursor, GitHub Copilot, Claude API) truly accelerate learning or just let people 'fake competence' to ship side projects quickly, noting these tools can explain a codebase in about 30 seconds; no comments were provided.

Why it matters

u/RareSprinkles9387 (posted 2026-08-01 in r/artificial) is a part-time physical therapist who writes developer tutorials and asked whether AI documentation/code-explanation tools accelerate genuine skill development or enable 'faking competence' to finish side projects.

Key details

  • They name specific tools — Cursor, GitHub Copilot, and the Claude API — and claim these can 'explain a codebase in 30 seconds,' which they use to ship projects faster despite not being a full-time developer.
  • The provided excerpt contains no community comments, so responses, counterarguments, or extensions from other users are not available for summarization.
Source evidence

Been a PT by day, tinkering with code and AI tools by night for a while now. Writing dev tutorials as a side thing. And I keep running into this split where AI tools either make me faster or make me lazier in a way I regret later.
Specifically with documentation and code explanation tools. Cursor, Copilot, the Claude API, whatever. They can explain a codebase to you in 30 seconds. But there's a real cost when you skip the part where you actually understand what you built.
The flip side is time is finite. I'm not a full time dev. I need to ship something that works and move on. Using AI to fill gaps is just practical.
What I keep coming back to is this: are these tools actually accelerating skill development, or just making it possible to fake competence long enough to finish a project? For professional devs this probably matters differently than it does for people building side projects with limited hours.
Curious where people land on this. Not in a philosophical way, more practically. Has your actual skill level gone up since you started leaning on these tools, or are you more dependent now than you were a year ago?

Subreddit: r/artificial