Problem:
LLMs are trained on public code, but Algorand's tooling has evolved quickly – too fast for even frontier models to keep up.
When you ask an AI to write a smart contract, it hallucinates deprecated APIs, invents features that don't exist, or misses AVM-specific constraints entirely.
This became obvious at the hackathons we sponsored. AI tools are everywhere now, and participants skip the docs entirely, relying on AI to move fast under time pressure. But we spent more time helping them fix AI mistakes than they saved by using the AI tools.


