Hey Product Hunt,
A few days ago, I introduced my local AI project, Kaida Titan. Today, I wanted to share a quick breakdown of the hardest architectural challenge I faced: disk I/O latency.
Kaida uses an autonomous memory protocol (ACORP) to remember every session. But as the JSON memory matrix started scaling into the gigabytes, relying purely on Python became a massive bottleneck due to the GIL and standard read/write speeds.
Instead of compromising on memory size, I built a compiled C++ performance bridge (ctypes) to handle the heavy lifting. Python now strictly manages the semantic routing and high-level logic, while the C++ binary executes the raw disk commits and ultra-fast SHA-256 cryptographic hashing.
The paginated module library layout makes browsing 120+ scripts feel way less overwhelming than a giant dump list would, which is a smart UX call for something this dense. Solid execution on the secure terminal simulator too.
@glhaneb63 thankyou your words make the work seem worth doing. its all a way to bring a way for people to get security scripts without paying outragous overhead for techs to do the systym now they can build there own.
The terminal simulator feels surprisingly realistic for a browser-based setup, and browsing the module library without logging in first was a nice touch for evaluating the catalog.
@ykkoulu6zc5 thankyyou your words mean alot
The download flow feels a bit dated, and authenticating with Google just to grab a script raised an eyebrow. The library of 120+ modules is impressively thorough though.
@ensarxikq yeah i had to autenticate thru google to keep an identity marker for the free trys on the simulator the ui for the download was choseing by the developer . i gave him full freedom on that .
A subscription tier would be nice, even something small like $3/month for a few modules a week. Buying individual scripts at $0.50 each adds up fast, and a recurring plan would make it easier to keep things updated without re-purchasing.
The Google auth flow into that web terminal is surprisingly smooth, and the pricing for individual modules feels fair if you only need one or two scripts.
@alparsland64069 that was the whole point and this isnt the end i will continue to grow the library . its all for the people...