@Hitendraa_ · X

u/Calm-Tomatillo-7770 · Reddit

Is vibe coding criticism fair? A lot of the criticism of vibe coding is fair. Too many projects look good in a demo then fall apart in production — weak security, missing edge cases, code nobody understands later. One of the biggest gaps is testing (or the total lack of it). I took both automated and manual testing seriously while building Brainary. Ended up with a testing-to-code ratio of about 1 to less than 3, plus a lot of hands-on checking. I think it turned out solid because of that.

colin_peterson · Product Hunt

Corroba - Free, accurate citation Cite AI, Verify Links, How To Cite

knoku · HN

Knoku – cited AI answers from docs, files, and team knowledge

@lushptr · X

I feel really guilty for vibe coding this but it looks cool even tho it is really inefficient and broken you can use it too now I'll desloppify it after exams I swear

grenzfrei · HN

CiteReady – Can AI search (ChatGPT, Perplexity) cite your site?

u/zx9rams · Reddit

I built a Bible tool designed so the AI can't just make things up. I've been building this for a while and the part I actually care about is the architecture, because an AI that reads the Bible is exactly the thing nobody should trust by default. So its built the opposite way, the model is treated as untrusted and the code owns every real decision. every quote is checked word for word against the Hebrew and Greek before it shows, so the model cant paraphrase scripture into an answer eve

facundobon · HN

Verdict – AI hiring verdicts where every score cites the CV verbatim

@JanGrafX · X

@rakeshyadavai · X

- shows you whether ChatGPT, Gemini and Perplexity actually recommend your brand, and who they name instead. free audit, no signup.

@Havey1001 · X

公共数据被研究得多，并不等于没有创新。更关键的是问题设定、识别策略、机制解释，以及同类结论和引用证据链是否已被覆盖。投稿前先系统比对公开论文、专利和既有技术路线，能少走不少弯路。我们做了一个投稿前风险预审工具，专门把这些重合与薄弱点提前摊开：

rbatista19 · HN

Generous free tier for SERP and AI web scraping