Here are two of my posts on LinkedIn related to what we are doing in Vibe Coding: 1. Podcast describing Lagrange Points in Celestial Mechanics - https://www.linkedin.com/posts/nitinuchil_grok-activity-7378423893012889600-QyTe?utm_source=share&utm_medium=member_desktop&rcm=ACoAAAAFMg4BaQiiZMVFolzFtwu6u4HVVUDVJGQ 2. Vibe interface created using Grok from XAI to represent the 5 Lagrange Point locations got by varying masses M1, M2 and M3 (and the revolution of M3 around M2) - https://www.linkedin.com/posts/nitinuchil_grok-activity-7378497747219353600-4y21?utm_source=share&utm_medium=member_desktop&rcm=ACoAAAAFMg4BaQiiZMVFolzFtwu6u4HVVUDVJGQ. As we developed the interface, we added version control and automatic test scripting too as part of the vibed output. Thank you @Noelle Russell and team for the wonderful VIBE-A-THON session that motivated me to create this.

Hi all, coming from Vienna with some fresh inspiration and I thought I would share some of it. First, the best contributions, second, some AI business application learnings across the board from 2 days. I would be curious to hear your comments - here my LinkedIn post (https://tinyurl.com/jvyj3yuf): Here are the details 1) My highlights as a business builder who is passionate about creating disruption with technology: - Des Traynor, co-founder of Intercom – Shared his $100M bet on AI, building a custom LLM with fin.ai that proactively “wiped out” Intercom’s traditional business model. Their AI agent resolves 65% of queries out-of-the-box (85% when optimized) with resolution-based pricing and even a success guarantee. The next horizon: evolving into a generalist agent that boosts revenue through contextual cross- and upselling. - Mercedes Bidart, CEO of quipu bank – Transforming access to credit for the 99% of LATAM businesses, who are micro businesses and represent ⅓ of the region’s GDP. AI analyzed non-traditional data such as text messages, social profiles, and business video pitches and converts neighborhood trust into a lending currency. This cuts credit access from years to months. Her message: “Being poor is not only expensive but can also be risky, let's use AI to fix it” - Hardy Pemhiwa, CEO of Cassava – Advocated that it is “Africa’s time for AI.” By 2050, 60% of the world’s youth will be in Africa. His vision: an AI factory enabling AI-powered community entrepreneurs. This will empower digital natives by creating employment and closing rural skills gaps (e.g., teachers, nurses, agronomists). The goal: build inclusive AI infrastructure, optimized for impact over clicks. - Diane L., AI filmmaker Afro Futcha – Leveraged diverse AI tools to create award-winning movies and music videos. Her session, held in a movie theatre, gave the right context to experience her innovative work and spark insightful discussion. For those curious about AI-made films, she recommends escape.ai. - Advait Sarkar, Researcher at Microsoft – Reminded us that AI can assist, speed up work, deliver better answers, and automate the known. But his research shows over-reliance reduces creativity, critical thinking, memory, and metacognition. He’s working on an app that makes AI a true tool for thought: helping users understand tasks more deeply, produce higher-quality work, ask sharper questions, and explore the unknown. This strengthens intentionality and upskills knowledge workers across all critical dimensions.

Recruiter Challenges: Recruiters spend 3–5 hours daily reviewing applications, with many candidates not meeting requirements. The pressure is on to move faster while maintaining quality. 👉LinkedIn Hiring Assistant: - Automates repetitive sourcing tasks. - Frees recruiters to focus on relationship-building and strategic hiring. - Adapts to recruiter feedback, improving over time. Human + AI : - AI is seen as an enhancer, not a replacement. - Relationships and human judgment remain central. - Leaders stress the need to balance AI skills with human expertise. https://business.linkedin.com/talent-solutions/hiring-assistant?utm_source=chatgpt.com

Ran across Shortcut AI today and thought it is a great example of AI Applied. How powerful is this approach...as it also shows traceability and sourcing...my takeaway Trust but Verify? Great analogies as well in terms of maturity described against the evolution of a self-driving car. My other takeaway is many researchers and developers of AI need domain experts to create the value driven applied use cases. Summary Shortcut is an AI app that integrates with Microsoft Excel and Google Sheets, designed to automate and simplify tasks for both experts and beginners. The app, which can handle complex tasks like updating financial models and creating profitability analyses, is intended to act as a "superhuman agent" to boost user productivity. To learn more, you can watch a demonstration and interview with the co-founder at: https://youtu.be/_2zP6NNHXp0

We are noticing a lot of news about autonomous AI agents and AI browsers. For example, if I want to book a hotel, I make sure that I do it from a trusted website or link. we also have guardrails like mind, judgement, past experience, security tools- antivirus software, which automatically notifies us if the link I click is unsafe. These protections ensure that we don’t end up on a fake website When we talk about AI agents , browsers doing autonomous jobs and automating manual tasks, the key question is: are all similar security guardrails already in place to ensure the AI doesn’t click on an untrusted source and land on a fake page that could trick it into exposing sensitive data such as card numbers, mobile numbers, or other personal details?