Curtis Hancock

Curtis Hancock

Ecomm | DTC | B2B | Growth Marketer

About

Paid Ads & Search specialist with 6+ years in ecommerce and B2B growth. I build and optimize performance marketing campaigns that lower CAC, increase ROAS, and scale what works.

Badges

Tastemaker
Tastemaker
Gone streaking 10
Gone streaking 10
Gone streaking
Gone streaking
Gone streaking 5
Gone streaking 5

Forums

Everything I'd tell a founder the night before their first VC call

Hey all,

One of the most important and challenging experiences you ll have as a founder is fundraising.

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.

View more