Co-founder building ...ย โขย 21d
Weโre entering a phase where AI systems donโt 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 donโt. 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. Whatโs 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 isnโt about slowing down innovation. Itโs about making autonomous financial systems safe enough to deploy with confidence. Iโm currently exploring and building infrastructure focused on this exact problem: enforcing control before AI-initiated payments are executed. If youโre experimenting with AI systems that can trigger real financial actions โ or thinking about it โ Iโd love to learn how youโre approaching safety, limits, and oversight. Not selling. Just learning.
Founder | Agentic AI...ย โขย 1m
Real Agentic AI is a multi-layered system, where each layer solves a specific challenge from reasoning to compliance: 1. LLM (Core Reasoning) โ Handles language understanding and generation. Alone, not enterprise-ready. 2. RAG (Retrieval Layer) โ G
See MoreFounder | Agentic AI...ย โขย 24d
The flashiest AI rarely makes the most money. The biggest wins are usually boring. Leaders donโt need louder promises about AI delivering miracles across the enterprise. They need sharper thinking. AI isnโt a single tool. Itโs a spectrum of metho
See MoreDigital Marketing St...ย โขย 14d
Itโs not the future. Itโs happening NOW. ๐ CGI Ads are taking over timelines โ bigger visuals, bolder impact, zero limits. If your brand isnโt experimenting with CGI yet, youโre already behind. Follow @chinmayeesamal for real-time marketing trend
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Software, Physics, P...ย โขย 11m
Everyone wants a seamless, instant digital payments system โ until it fails. UPI processes over 580 million transactions daily, silently powering Indiaโs cashless economy. But todayโs outage was a stark reminder: even the most advanced systems are o
See MoreMaking AI tools easy...ย โขย 6m
How AI Agents Are Supercharging Business Workflows in 2025 ๐ 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
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NexLabsย โขย 7m
๐ง Why training AI to be too perfect may be holding it backโฆ In my latest post, I explore why designing AI agents with human-like limitations is not a weakness - itโs a superpower. FPS games might be the key to developing AI that thrives under uncer
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Founder | Agentic AI...ย โขย 16d
AI systems will fail if these 2 layers are mixed. I've explained step by step below. 1. ๐๐ ๐๐ฎ๐๐ฒ๐๐ฎ๐ How modern AI systems manage intelligence safely. Step-by-step: โข ๐๐ป๐ฐ๐ผ๐บ๐ถ๐ป๐ด ๐ฃ๐ฟ๐ผ๐บ๐ฝ๐: User sends a prompt. โข ๐๐ฎ๐ฐ๐ต๐ฒ ๐๐ต๐ฒ๐ฐ
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Founder | Agentic AI...ย โขย 16d
AI systems will fail if these 2 layers are mixed. I've explained step by step below. 1. ๐๐ ๐๐ฎ๐๐ฒ๐๐ฎ๐ How modern AI systems manage intelligence safely. Step-by-step: โข ๐๐ป๐ฐ๐ผ๐บ๐ถ๐ป๐ด ๐ฃ๐ฟ๐ผ๐บ๐ฝ๐: User sends a prompt. โข ๐๐ฎ๐ฐ๐ต๐ฒ ๐๐ต๐ฒ๐ฐ
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Founder | Agentic AI...ย โขย 12d
What we once called Data Science is quietly transforming into something much broader today. Earlier, the formula felt simple and clearly defined for anyone entering analytics careers. Statistics plus software skills created the modern data scientist
See MoreAI Pioneerย โขย 1y
You feel unproductive because : โข you are not building anything โข you are not experimenting things โข you are depen on someone โข you are afraid of new tech ! โข you are not utilising AI power โข your thoughts are not in your control Stay alert
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