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Loop Engineering
Loop engineering is the shift from prompting AI coding agents turn-by-turn to designing the system that prompts them for you. Here's how the new meta works.
Smita Sahoo
Jun 1010 min read


Gemini 3.1 Pro Revolutionizes AI: Exploring Google’s Latest Breakthrough in Complex Problem Solving
Google just released Gemini 3.1 Pro — and the numbers speak for themselves. Scoring 77.1% on ARC-AGI-2, more than double the reasoning performance of its predecessor, this isn't an incremental update. It's a generational jump. From building live aerospace dashboards to translating literary themes into functional web design, 3.1 Pro is built for the kind of problems where a simple answer isn't enough.
Smita Sahoo
Feb 193 min read


The $6 Trillion Opportunity: Deconstructing the 5 Layers of the AI Stack
The AI economy is shifting from "Model-centric" to "Workflow-centric." While the hardware and foundational layers capture headlines, the real $6 trillion frontier lies in the Application Layer. By targeting the cognitive labor of the service economy, Applied AI is moving beyond software—it is selling outcomes. Backed by Stanford HAI 2024 data, this analysis deconstructs the 5-layer stack to show how verticalized AI will capture the greatest economic surplus of our generation.
Debasish
Jan 224 min read
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