Aya Yoka
Web3 research, testnets, and early-stage protocol content
New to Contra
Aya is ready for their next project!
I’ve been exploring human-in-the-loop AI systems lately, and wrote a short case-style research on Perle Labs.
It’s not a promo piece — more of a breakdown of:
– the problem they’re solving
– how their model works
– and where I think the real challenges are (especially around...
New research video about LitVM (Layer 2).
I broke down the architecture, features, and real use cases.
🔗Link:
Starting my first interactive Rive scripting experiment for the challenge.
Exploring UI animations and node-based logic. 🚀
A short hands-on guide to getting started with NESA Testnet.
Medium Article :
I just published a quick breakdown on a project that really stood out to me: Perle Labs.
They’re trying to fix one of AI’s biggest problems — data quality — by turning training into simple human tasks that feed directly into model improvement.
Instead of relying only on...