colibris · HN

AI Assistant that verifies its own sources

@arnesh_11 · X

@studywitharipsy · X

@harryjwang · X

I've used many of the major conference systems. Plenty still have docs as an unsearchable static site — or worse, as PDFs that stopped tracking the product three versions ago. Somehow, still true in 2026. We took an AI-first path with instead. Our docs are generated from the codebase itself. A custom Claude Code skill writes each page and retakes the screenshots whenever a feature changes — so the docs don't drift from the product. Every page still gets reviewed by a human before it ships. Now you can talk to them, too. We just shipped "Ask AI" over our docs: This feature also turned out to be a nice teaching case for agentic RAG vs. classic RAG: • Classic RAG: chunk → embed → vector DB → retrieve once, by fixed rules • Agentic RAG: hand the model a search tool and let it drive — write a query, read the results, rewrite, retry At more than 100 pages, still no vector database needed. And every answer cites the exact page it came from. #Age

@TALALJohn189315 · X

Check out what I just built with Lovable!

u/Personal-Ad-131 · Reddit

Built a bookmarking app you can ask questions It's called Attic. You paste in links, videos or plain text. Later you can ask it things in normal language: "what have I been reading about lately", "what did I save and never open again". Each answer lists the saved items it used, so you can check it. It runs on your own API key (Anthropic, OpenAI or Gemini) Free while I work out what it should be. No card. Would like feedback on where to take this. Is asking questions about your own saved s

u/Easy-Reserve-5414 · Reddit

Made an AI tool that turns one prompt into 16 video formats (no face needed) Built over 8 months, solo. AI documentaries (with real animated maps, not a static image + zoom), motion graphics, movie recaps, character chats, racing charts + ~11 more — all from text, all on one credit balance. 100 free credits, no card, if you want to break it: https://storymorphai.com Genuinely after feedback — what's the first format you'd try, and where does the output fall short? su

@originalcigstee · X

u/Worth_Difference_282 · Reddit

Handwritten notes into latex + study tools - looking for feedback Hey everyone, I'm a mathematics student at university, and over the past few months I've been building something called LatexNotes in my free time. The original problem was pretty simple, I like taking paper handwritten maths notes, but whenever I wanted to turn them into proper LaTeX afterwards or to get AI to mark answers, it was a pain. I kept needing to switch between my university’s content platform, then to Chatgpt to e

lerongwan1 · V2EX

上班前的三小时，属于我的独立开发时间 - - # 上班前的三小时，属于我的独立开发时间 白天要上班，真正能留给自己的整块时间并不多。 所以我开始在早上 5 点多起床。城市还没完全醒来，我已经坐到电脑前，用上班前的三个小时做自己的产品。 这段时间很安静，没有临时消息，也没有其他事情打断。每天只推进一点，可能只完成一个很小的任务，但它确实属于我。 早起并不轻松。不过一天最清醒的时间，正在被我用来完成真正想做的事。 我的产品，怎么才能有用户 -> [使用 NoteDeep 开始整理你的知识库]( https://www.notedeep.com) #独立开发 #副业 #程序员日常 #个人产品 #NoteDeep

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.

u/korro_ai · Reddit

I built Korroresearch: an AI that writes academic papers, then checks every single claim against 8 verification engines Most AI writing tools just generate text and call it done. Korroresearch does the opposite. Generation is step one. Verification is the real product. How it works: Describe your idea. It writes the full academic paper : research paper, grant proposal, white paper, pitch deck, conference talk, magazine article. English or French. Then the real part starts. 8 engine