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Kyan

22d ago

Are we over-engineering AI memory? (Markdown vs. Vector DBs for small datasets)

Hey makers!

Lately, I ve been looking closely at how independent builders and small teams are managing AI knowledge bases. It feels like the default "industry standard" is to immediately reach for a complex RAG pipeline and a heavy, paid Vector Database.

But I'm starting to wonder if we are over-engineering this for 90% of standard use cases.

Vector DBs are incredibly powerful for massive scale, but for smaller or non-massive datasets, they can be expensive, complex to query, and act as complete black boxes. If a search returns a weird chunk, diagnosing it is often a nightmare.

Sveta Bay

3yr ago

12 rules that helped us to go from 0 to $17K without any marketing budget 🚀

1. There is no such thing as too much social proof 2. The higher price, the better customers 3. Empower users, not market them 4. Talking to customers is a shortcut to success 5. Having an email list is a superpower 6. Nobody wants to book a meeting with you 7. Showing the product > Describing the product 8. Nail one acquisition channel before adding the second 9. Sell positive future, not product features 10. Your customers are the best promoters 11. Distribution is more important than the content 12. Paying customers is the true validation You can see how we implement all these rules on the landing page of MakerBox Marketing Workbook https://www.makerbox.club/workbook
Lindsay Davis

2yr ago

🫣Human Generator is here. Describe what you felt in your launch day!

Human Generator is live: https://www.producthunt.com/post... In one word, I feel anxiouscited (excitement + nervousness). What about you?
Vlad Zivkovic

3yr ago

How to start your product marketing from scratch ?

Hey Product Hunters, share your strategy on how to start product marketing from zero.
Dan Mindru

4d ago

How would you launch a non-AI product today?

Hey folks,

I launched about 20 products on Product Hunt, but in 2026 it's been a bit difficult for me to schedule a new launch.

Wasil Abdal

3d ago

Is Self-hosting trap for most makers?

I see so many makers spending weekends setting up n8n, OpenClaw, or Postgres on a VPS. They think they're saving money.

But your time isn't free. SSL certs expire. Updates break things. Backups fail. One 3 am debugging session and you've lost any "savings."

Unless you have compliance reasons, just pay for managed hosting. Am I wrong? Tell me why self-hosting is actually worth it for you.

Julie Chabin

4yr ago

Hi there 👋 I’m Julie, Head of Product Design at Product Hunt. AMA 👇

With over 15 years of experience in design and product strategy in tech, I am currently Head of Product Design here at Product Hunt AMA
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