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Fata

Spaced repetition to fight skill rot from AI coding

Details

External ID
48489163
Source
HN
Company
—
Product
Fata
Website domain
fata.dev
Launched
June 11, 2026
Cohort
—
Upvotes
124
Upvotes percentile
0.9323770491803278
Tags
—
Fetched at
Sept. 7, 2026, 9:26 p.m.
Updated at
Sept. 7, 2026, 9:26 p.m.

Description

Hi HN, I'm Djoumé. I've been a developer for over 20 years, and like a lot of you I've been coding almost exclusively through an agent in the past few months.It's been amazing to vibe code prototypes in any stack, but when it comes to building something reliable/scalable, I couldn't effectively guide the agent unless I knew the technology. And the scariest part is that I'm seeing a lot of my technical skills decreasing due to AI coding.Reflecting on my journey, I also worry about how the new "AI native" generation of software developer is going to acquire technical depth.So I built fata.dev: short daily spaced-repetition sessions for programming skills (Rust, CSS, React, Python, TypeScript, Architecture).You can try it in the browser with no signup: https://fata.app/coursesIt's an offline-first mobile app built with Capacitor, RxDB and Firebase. The first courses were painfully written by hand, but most content is now AI-generated. It takes about 3000 LLM calls to generate a course, and every code samples goes through compilation, linting, unit testing, AI and a final manual review.Would very much appreciate any feedback on the product & website, what works and what could be better. Thanks!

Enrichment

Theme
AI agent frameworks and developer tools
Vertical
Education
Function
Dev tools
Audience
Prosumer
AI stance
AI feature
Project type
Commercial product
Normalized one-liner
spaced repetition for maintaining coding skills
Manually corrected
False

Could you build this?

Yes The product is a classic spaced-repetition mobile/web learning application using standard SM-2 style repetition algorithms and curated engineering flashcard curricula.

Discussion

20 comments analyzed.

Competitors mentioned: getdebug.dev, Leetcode, YouTube tutorials, Programming books

Concerns raised: Mobile app makes coding tedious compared to laptop/desktop, Not useful for experienced engineers worried about skill rot, Practice type (like binary tree inversion) doesn't match real job skills, Claims of 10000+ developers seems false for recent launch, Mobile keyboard limits practical coding experience

Feature requests: AI tutor/coach style output to improve learning, Analyze session transcripts to recommend lessons and resources, Book and article recommendations based on user progress

Competitors

Other products that read as similar to this one — 74 launches clear the similarity bar, closest 8 shown.

Attention rank: #6 of 75 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 220 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a dev tools tool for Sales yet.