Most “reasoning” fails because you can’t see what it depended on.
Vanar’s approach is cleaner: structure information into Seeds (small knowledge units with metadata), anchor the parts that matter on-chain for authorship, timing, and integrity, then let Kayon reason over that bounded state instead of free-floating context. If Kayon adds decentralized reasoning, the point isn’t sounding smarter—it’s making the logic legible: what was included, what was excluded, and what can be checked later.
Over time, the networks that make intelligence a verifiable state layer will feel more reliable than the ones that bolt it on.