Vijay Kedia: Decoding AI Evolution Amid Portfolio Volatility

Walking through the bustling corridors of downtown Austin, from the tech hubs near the University of Texas at Austin to the sleek offices along Congress Avenue, the conversation almost always pivots back to one thing: artificial intelligence. It is the invisible engine driving the “Silicon Hills,” yet for many of us here in Central Texas, the actual trajectory of AI feels like a blur of buzzwords. When you strip away the hype, the evolution of this technology is less about magic and more about a structured progression—a concept recently simplified by veteran investor Vijay Kedia through a house-building analogy that resonates deeply with anyone trying to navigate the current economic shift.

Breaking Down the AI Evolution: From Blueprints to Mastery

Kedia’s framework suggests that we aren’t just dealing with one “AI” but a series of evolutionary leaps. To place it in terms an Austin developer or a local business owner would understand, think of the current state of Large Language Models (LLMs)—tools like ChatGPT, Gemini, and Perplexity—as the foundation. They are the expert consultants. You request them about materials, costs, or design, and they provide the answers. They inform and guide, but they don’t actually pick up a hammer. Here’s the “knowing” phase.

The next shift is the “agentic” phase. This is where the AI moves from providing advice to taking action. In the house analogy, the expert doesn’t just tell you how to sketch a design; they actually create the sketch, estimate the costs, and start scheduling the subcontractors. It is the transition from knowing to doing. Following this is the “multi-agent” setup, which mirrors a professional construction team. Instead of one AI, you have a coordinated group—an architect, an engineer, and a contractor—all working in tandem. Collaboration replaces individual effort, driving a level of progress that a single tool cannot achieve.

The pinnacle of this evolution leads toward Artificial General Intelligence (AGI) and, eventually, superintelligence. AGI is envisioned as a single mind with total capability—one person who can design, plan, and execute everything perfectly. Superintelligence goes beyond that, possessing the ability to predict future needs and optimize decisions instantly, eliminating mistakes before they even happen. For those of us tracking tech infrastructure planning in the US, this progression represents a fundamental shift in how labor and intelligence are valued.

The Harsh Reality of the “Earn” Phase in FY26

Kedia’s personal investment philosophy follows a simple arc: learn, earn, and evolve. However, the “earn” portion of that equation proved incredibly difficult during the 2025-26 financial year. Whereas the AI evolution offers a hopeful roadmap, the actual market performance for Kedia’s portfolio in FY26 was a sobering reminder of how global volatility can dismantle even the most seasoned strategies. Most of his known holdings ended the year in the red, reflecting a broader stress within the mid- and small-cap segments.

The headwinds were systemic. Domestic equities faced immense pressure from tariff-related concerns, weak earnings growth, and elevated valuations. Persistent foreign institutional outflows created a vacuum of support. The situation worsened toward the end of the year as the escalating Iran-Israel/US conflict triggered a spike in energy prices and heightened inflation concerns, which in turn pushed back expectations for US Fed rate cuts. This geopolitical instability created a ripple effect that hit several of Kedia’s holdings hard.

The losses were stark. Tac Infosec and Affordable Robotic both plummeted over 68%. Other significant declines included Innovators Facade (-47%), Global Vectra (-45%), and Patel Engineering (-43%). Even more stable names didn’t find safety, with Elecon Engineering and Mahindra Holidays both dropping 21%, and Vaibhav Global sliding 20%. While Neuland Laboratories remained flat and Atul Auto declined 13%, the overall trend was one of significant erosion. This underscores the risk inherent in high-growth segments during periods of geopolitical turmoil.

Finding the Silver Linings in a Bear Market

Despite the overarching losses, a few “multibaggers” managed to buck the trend, proving that specific niches—particularly cybersecurity—remain resilient. TechD Cybersecurity, a recent SME listing that debuted on September 22, 2025, emerged as the standout winner with a stellar 159% return. Other bright spots included Advait Energy, which surged 57%, and Yatharth Hospital, which rose 45%.

For investors in Austin, these results highlight a critical lesson: the gap between “learning” about a trend (like AI or cybersecurity) and “earning” from it is often bridged by volatility. The fact that the latest shareholding data for the January-March quarter of FY26 is still pending on the exchanges means we are still processing the full extent of this market correction. It serves as a cautionary tale for those pursuing local investment strategies based solely on growth projections without accounting for macro-economic shocks.

Navigating the Shift: Local Resource Guide for Austin

Given my background as a geo-journalist focusing on the intersection of technology and local economy, the transition from LLMs to “agentic” AI will disrupt Austin’s professional landscape. If you are a business owner or an investor in the Austin area feeling the pressure of these global shifts, you cannot rely on generalists. You need specific expertise to bridge the gap between the “knowing” and “doing” phases of AI integration.

Here are the three types of local professionals you should prioritize when auditing your business or portfolio in the current climate:

AI Integration & Workflow Architects

Avoid “AI consultants” who only offer prompts. Look for architects who specialize in “agentic” workflows—professionals who can actually integrate multi-agent systems into your existing operations to move from simple information retrieval to autonomous task execution.

Global Macro-Economic Risk Advisors

With geopolitical conflicts in the Middle East and shifting US Fed policies impacting portfolios, you need advisors who specialize in hedge strategies. Look for those with a proven track record of navigating foreign institutional outflows and tariff-related market volatility.

SME Equity Specialists

As seen with the success of TechD Cybersecurity, the biggest gains often hide in smaller, recently listed entities. Seek out specialists who focus specifically on the SME (Small and Medium Enterprise) segment and have the tools to vet these high-risk, high-reward listings before they hit the mainstream.

Ready to find trusted professionals? Browse our complete directory of top-rated professional services experts in the Austin area today.