As a Lead Generative AI Engineer based in Bengaluru, I spend my days deep in the architecture of Large Language Models (LLMs) and Agentic Frameworks...
As a Lead Generative AI Engineer based in Bengaluru, I spend my days deep in the architecture of Large Language Models (LLMs) and Agentic Frameworks. While my research often focuses on optimizing inference speeds and refining RAG (Retrieval-Augmented Generation) pipelines, a larger, more systemic question haunts the industry: **Who truly owns the intelligence we are distilling?**
Senator Bernie Sanders recently addressed this head-on in a provocative [New York Times Op-Ed](https://news.google.com/rss/articles/CBMijwFBVV95cUxQWFpTSWNyR1UtX3BHTGoydlJFTFA0VHBpMW5DMEN1N1NGZ2JmaFJSbld0ek9RUHZXQVBMU0hkU2xDT3Q2cnBPUTFHWnY4Sm56WjNoTWEzSFVxUE9fdTJ0bWVSc1N6eE5mTEVzeV9TRUItNFdnV1JKLXVPRXo1b09Odi1saVl2T2xCMnZYTXJSSQ?oc=5), arguing that the astronomical productivity gains from Artificial Intelligence must benefit the working class, not just the billionaire class.
### The Extraction of Collective Knowledge
From a technical standpoint, Sanders’ argument holds significant weight. LLMs are trained on the "global commons"—the collective writings, art, and code of humanity. As researchers, we are essentially building a compressed representation of human civilization. When this "distilled intelligence" is gated behind proprietary APIs to maximize shareholder ROI, we are witnessing one of the greatest transfers of value in history.
* **Productivity vs. Labor:** If an Agentic workflow can do the work of ten people, those gains should facilitate a shorter work week, not mass displacement.
* **The Compute Monopoly:** Currently, the "means of production" in the AI era—high-end GPUs and massive datasets—are concentrated in the hands of a few.
* **Algorithmic Transparency:** Public oversight is necessary to ensure that the "black box" of AI doesn't bake in systemic biases that favor capital over labor.
### Why My Research Favors Open-Source
In my personal research into decentralized Agentic Frameworks, I’ve seen the power of democratized AI. When we move away from centralized silos toward open-source models, we empower the individual. We must shift the narrative from AI as a "cost-cutting tool" to AI as a **public utility**.
As we move toward the horizon of AGI, we must ensure the "Latent Space" remains a territory for all of humanity, not a private estate for the elite.
Keywords: AI Ethics, Bernie Sanders, Generative AI, LLM Ownership, Agentic Frameworks, Tech Inequality, Bengaluru AI Research, Open Source AI