Co-founder building ... • 1d
We’re entering a phase where AI systems don’t just assist decisions — 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 — until they don’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. What’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 isn’t about slowing down innovation. It’s about making autonomous financial systems safe enough to deploy with confidence. I’m currently exploring and building infrastructure focused on this exact problem: enforcing control before AI-initiated payments are executed. If you’re experimenting with AI systems that can trigger real financial actions — or thinking about it — I’d love to learn how you’re approaching safety, limits, and oversight. Not selling. Just learning.
Hey I am on Medial • 5m
One of the biggest lessons I’ve learned as a founder → growth comes from systems, not hustle alone. We all work hard, but without automation, scale becomes chaos. That’s why at Opslify we’re building AI systems that: ⚡ Handle repetitive work ⚡ Kee
See MoreFounder | Agentic AI... • 3d
The flashiest AI rarely makes the most money. The biggest wins are usually boring. Leaders don’t need louder promises about AI delivering miracles across the enterprise. They need sharper thinking. AI isn’t a single tool. It’s a spectrum of metho
See MoreSoftware, Physics, P... • 10m
Everyone wants a seamless, instant digital payments system — until it fails. UPI processes over 580 million transactions daily, silently powering India’s cashless economy. But today’s outage was a stark reminder: even the most advanced systems are o
See MoreMaking AI tools easy... • 5m
How AI Agents Are Supercharging Business Workflows in 2025 🚀 AI agents are transforming business workflows in 2025 by automating repetitive tasks, enabling real-time decision-making, and driving efficiency across industries. Discover how multi-ag
See MoreFounder Snippetz Lab... • 7m
I haven’t hired a single person for Snippetz Labs. No developers. No marketers. No team. Yet we’ve launched 15+ products, used by 25,000+ users — all built, managed, and improved by AI agents. This is agentic infrastructure — systems that think, lea
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We make automations ... • 7m
In tech, it’s easy to focus on features. But the real power? Connection. - Teams that trust - Clients & builders - Product & purpose At Codestam, we build systems that connect people, processes, and potential. Because connection powers everything
See MoreWake UP V. I. O. N. ... • 2m
🚀 Hiring for V.I.O.N.A. Project — 2 Critical Roles Open 1️⃣ LLM Engineer / AI Systems Developer Looking for someone strong in: Python REST API development Vector Databases (Pinecone / Weaviate / Chroma etc.) Prompt Engineering Token Optimizati
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