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TechnologyAI & Automation

Liminary: Making AI Stop Hallucinating and Actually Read Your Mind

May 14, 20263 min read

Liminary just hit Product Hunt promising to turn your messy context into a shared AI working memory. Is it a game-changer or just another RAG app?

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Nguồn gốc: https://coding4food.com/post/liminary-making-ai-stop-hallucinating. Nội dung thuộc bản quyền Coding4Food. Original source: https://coding4food.com/post/liminary-making-ai-stop-hallucinating. Content is property of Coding4Food. This content was scraped without permission from https://coding4food.com/post/liminary-making-ai-stop-hallucinatingNguồn gốc: https://coding4food.com/post/liminary-making-ai-stop-hallucinating. Nội dung thuộc bản quyền Coding4Food. Original source: https://coding4food.com/post/liminary-making-ai-stop-hallucinating. Content is property of Coding4Food. This content was scraped without permission from https://coding4food.com/post/liminary-making-ai-stop-hallucinating
Nguồn gốc: https://coding4food.com/post/liminary-making-ai-stop-hallucinating. Nội dung thuộc bản quyền Coding4Food. Original source: https://coding4food.com/post/liminary-making-ai-stop-hallucinating. Content is property of Coding4Food. This content was scraped without permission from https://coding4food.com/post/liminary-making-ai-stop-hallucinatingNguồn gốc: https://coding4food.com/post/liminary-making-ai-stop-hallucinating. Nội dung thuộc bản quyền Coding4Food. Original source: https://coding4food.com/post/liminary-making-ai-stop-hallucinating. Content is property of Coding4Food. This content was scraped without permission from https://coding4food.com/post/liminary-making-ai-stop-hallucinating
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Sup nerds. Is your boss also breathing down your neck to "integrate AI" into literally everything? The problem is, these LLMs are great at yapping, but ask them about your company's internal docs or a client meeting from last week, and they start hallucinating harder than a junior dev after 4 energy drinks. Today, we're looking at a Product Hunt launch called Liminary that claims to fix this context nightmare.

TL;DR: What the hell is Liminary?

Built by Sarah, an ex-Dropbox ML engineer who got tired of hoarding tabs, notes, and AI chats only to never find them again when needed.

Liminary isn't just another ChatGPT wrapper trained on the dumpster fire that is the internet. It acts as a shared "working memory" for your AI. You feed it your stuff (Gmail, docs, PDFs, YouTube transcripts), and it strictly uses that to ground its answers. If you're typing in Google Docs, it proactively pulls relevant info from your library. If you're in a meeting and someone mentions "Project X," boom, your notes on Project X pop up automatically. No manual searching required. Pretty slick, right?

What the PH crowd is saying

Sitting at a solid 144 upvotes, it got some heavy scrutiny from the community, and the devs actually held their ground.

  • Camp 1: "What if it brings up useless garbage?" Users worried about irrelevant context cluttering the screen. The founders clapped back: It doesn't just do dumb keyword matching. It tracks access patterns and recency. If a note is useless, you dismiss it, and the system actually learns not to bother you with that crap again.
  • Camp 2: "Trusting AI is career suicide" As AI gets better, hallucinations are harder to spot. If a consultant puts a fake AI-generated stat in a client deck, they're cooked. Liminary's approach? They explicitly don't want you to blindly trust the AI. Every single claim is linked directly to your original source doc. One click to verify.
  • Camp 3: "My knowledge base is a mess anyway" Let's be real, nobody has the time to maintain perfectly tagged Notion databases. The dev team agreed: The maintenance burden is what kills most knowledge systems. Liminary is designed to just let you save as you go, and it does the heavy organizational lifting in the background.

The Coding4Food Verdict

Honestly, the underlying tech isn't black magic—it's essentially RAG (Retrieval-Augmented Generation) done very well. But the UX is where it shines. Instead of forcing users to switch tabs to chat with a bot, it lives where the actual work happens (browser, Docs, meetings).

The ultimate takeaway for us devs? You can have the most cutting-edge retrieval system, but if you force users to drastically change their workflow or manually tag their own data, your product will flop. Build for the lazy user. Embrace the chaos. That's the real 10x developer mindset.


Source: Product Hunt - Liminary