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GANESH P

Co-founder building ...ย โ€ขย 21d

Weโ€™re entering a phase where AI systems donโ€™t just assist decisions โ€” they execute them. Payments. Subscriptions. Vendor payouts. Automated expenses. The intelligence powering these systems is improving rapidly. The controls around them are not. Today, many teams experimenting with AI-driven automation rely on best-effort checks: hard-coded limits, manual approvals, or internal scripts built under time pressure. These approaches work โ€” until they donโ€™t. The moment an AI system touches real money, the failure modes change. A hallucination, loop, or misinterpreted instruction can result in real financial loss. More importantly, it creates trust and accountability issues for the teams deploying these systems. Whatโ€™s missing is a deterministic control layer between AI intent and payment execution. A layer that enforces: Hard, predictable rules Explicit approval flows Clear state transitions Fail-closed behavior Complete auditability This isnโ€™t about slowing down innovation. Itโ€™s about making autonomous financial systems safe enough to deploy with confidence. Iโ€™m currently exploring and building infrastructure focused on this exact problem: enforcing control before AI-initiated payments are executed. If youโ€™re experimenting with AI systems that can trigger real financial actions โ€” or thinking about it โ€” Iโ€™d love to learn how youโ€™re approaching safety, limits, and oversight. Not selling. Just learning.

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