Tzar

guys I think none of you actually realizes how undervalued $logos is theres a real difference between telling an agent "dont use leverage" in a prompt and mathematically proving the enforcement code actually blocks it every time prompts are probabilistic, the model interprets and mostly follows instructions until it doesnt, and with real capital that one time is the whole problem a rules engine checking trades before execution is already better, thats deterministic code instead of hoping the model behaves but then the question becomes whether the checker itself is correct, mandates stack multiple conditions at once, position limits, cash minimums, concentration caps, and its easy for enforcement logic to have a gap in some edge case nobody tested for thats the part @Logos_Layer is actually solving aristotle generates a formal proof that the checker logic satisfies the mandate across all inputs, not just the cases someone thought to test then lean's kernel independently rechecks the math and rejects it if it doesnt hold so youre not trusting a prompt and you're not just trusting untested code either the enforcement layer is proven to match the spec before it ever touches a live trade @vladtenev 's own company built the prover they're using here if robinhood chain becomes the venue for tokenized stocks and agentic trading (which I think it will), the enforcement layer between agents and capital is the bottleneck people are skipping past this goes so much higher (also read @Aliaian write-up - chad piece)