Show HN: AI Agents for Osint/Sigint

#1

Post by ritsource » Sat, Aug 29, 2026, 9:39 PM UTC

The goal was to bring down the cost at the context eng. level. We do it with Layout Memoization.

Instead of dumping HTML into the context window, we have built a continual learning browser harness (read only for now).

We have built an early prototype for you to try out, where you can:

1. Spins up a browser instance 2. Extract any structured or tabular data from anywhere on the open-web 3. And you can do all this at the cost of a vector search

Would love to hear your thoughts on this. Thanks for taking the time to read it.

Show HN: AI Agents for Osint/Sigint
makralabs.org

Re: Show HN: AI Agents for Osint/Sigint

#2

Post by poxlr » Sat, Aug 29, 2026, 9:53 PM UTC

How do you cut costs that much? And have you ever tested yourselves with an independent third‑party benchmark? I know and I use FireCrawl a lot, all of their products, because they're open source in some parts and it's incredible. What about you guys? How can you make yourself trustable?

Re: Show HN: AI Agents for Osint/Sigint

#3

Post by ritsource » Sun, Aug 30, 2026, 3:50 AM UTC

poxlr wrote: post #2

How do you cut costs that much? And have you ever tested yourselves with an independent third‑party benchmark? I know and I use FireCrawl a lot, all of their products, because they're open source in some parts and it's incredible. What about you guys? How can you make yourself trustable?

Yes, we have done some testing. These (cost) numbers are from there itself.

This is the first version that’s out. And soon, we’ll be adding independent benchmarks.

The plan is to build something as solid as Firecrawl, but more efficient.