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.
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 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.
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.